Spend · My stack (Plan) · 89 complete rigs from 171 of 209 catalog parts · recomputed in 7577 ms

NVIDIA DGX Station GB300 (Grace Blackwell Ultra), 748GB is the most expensive machine this catalog can build, at $106,625 — first of 81 rigs ranked on the price floor (a lower bound on landed cost). No rig in this catalog meets “My stack (Plan)”.

NO RIG MEETS THE PLANNO CONFIDENCE LEVEL

8,739 price observations on record, 4 of them carrying a shipping charge. 81 rigs ranked on total cost, 8 listed without a rank. Every number below expands to the arithmetic that produced it.

Since yesterdayNo change — the same rig leads this ranking and not one of the 81 rigs costable on both days moved.compared with prices observed on or before Oct 19, 1:14 AM ET (24 h ago)

What moved

81 of 89 rigs had a price floor on both days; the rest were unpriced on one of them and are not counted as unchanged.
No rig's cost moved in that window.
The leader 24 h ago was NVIDIA DGX Station GB300 (Grace Blackwell Ultra), 748GB at $106,625.

How these numbers are costed

81 of 89 at landed cost · 81 of 89 at the price floor

Price floor. You asked for the price floor. 81 of 89 rigs have a full landed cost; the floor excludes shipping entirely and is a lower bound on landed cost, not an estimate of it.

Cost basis

Landed cost · 81/89 Price floor · 81/89

Price + NJ sales tax, with shipping EXCLUDED because no listing states one. Shipping is never negative, so this is a strict lower bound on landed cost, not an estimate of it. You chose this basis. Landed cost is computable for 81 of 89 rigs; the price floor for 81 of 89.

Rank by

Total cost Cost per GB Cost per GB/s Cost per tok/s · GLM-5.3 Purchase + 5 yr power

Ranked by total cost, most expensive first — SPEC §15.11 target 1 ranks complete rigs by total landed cost descending.

Cost per tok/s measured on

GLM-5.3

The only decoding model in the active Plan. A rig that cannot load it has no cost per tok/s, and the cell says which band it fell in.

Complete rigs, ranked

81 ranked by total cost, largest first · 0 meet the Plan

Every complete rig the configurator can build from this catalog, ranked by total cost (largest first), with the cost basis, the three SPEC §8.4 value ratios and the provenance of each rig's price
# rank	Rig	Plan	Price floor (the ranking key)	+ 5 yr power	$ / GB usable	$ / GB/s b/w	$ / tok/s decode
1	NVIDIA DGX Station GB300 (Grace Blackwell Ultra), 748GBsealed appliance · 1 part · break down its parts	4 BLOCKERS	$106,625 (derived) DERIVEDNVIDIA DGX Station GB300 (Grace Blackwell Ultra), 748GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $106,625 = $106,625 NVIDIA DGX Station GB300 (Grace Blackwell Ultra), 748GB 10662499 ¢ — Central Computers · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$111,921 (estimate) ESTIMATENVIDIA DGX Station GB300 (Grace Blackwell Ultra), 748GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $106,624.99 + $5,295.68 = $111,920.67 purchase_cents 10662499 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 529568 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$154.34 (derived) DERIVEDNVIDIA DGX Station GB300 (Grace Blackwell Ultra), 748GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $106,625 / 690.84 GB = $154.34 /GB price_floor 106624.99 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 690.84 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$15.02 (derived) DERIVEDNVIDIA DGX Station GB300 (Grace Blackwell Ultra), 748GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $106,625 / 7,100 GB/s = $15.02 per GB/s price_floor 106624.99 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 7100 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$7,556 (estimate) ESTIMATENVIDIA DGX Station GB300 (Grace Blackwell Ultra), 748GB: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $106,625 / 14.11 tok/s = $7,555.89 per tok/s price_floor 106624.99 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 14.11 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU HBM3e (1.58 ms), CPU LPDDR5X (0 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced fromCentral Computerscondition newaccess tier 1, route jsonld_productstale 46 h — past the 36 hour freshness window
2	Hybrid · RTX PRO 6000 Blackwell Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMMDIY workstation · 7 parts · break down its parts	4 BLOCKERS	$71,596 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $49,900 + $19,192 + $75 + $192 + $704 = $71,596 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM 4990040 ¢ — Newegg · new NVIDIA RTX PRO 6000 Blackwell Workstation Edition, 96GB 1919249 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: idle_watts, NVIDIA RTX PRO 6000 Blackwell Workstation Edition, 96GB: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$67.17 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $71,596 / 1,065.92 GB = $67.17 /GB price_floor 71595.81 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 1065.92 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$39.95 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $71,596 / 1,792 GB/s = $39.95 per GB/s price_floor 71595.81 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1792 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$10,748 (estimate) ESTIMATEHybrid · RTX PRO 6000 Blackwell Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $71,596 / 6.66 tok/s = $10,747.87 per tok/s price_floor 71595.81 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 6.66 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
3	Hybrid · RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMMDIY workstation · 7 parts · break down its parts	4 BLOCKERS	$65,124 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $49,900 + $12,721 + $75 + $192 + $704 = $65,124 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM 4990040 ¢ — Newegg · new NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB 1272101 ¢ — SabrePC · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: idle_watts, NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$61.10 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $65,124 / 1,065.92 GB = $61.1 /GB price_floor 65124.33 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 1065.92 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$36.34 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $65,124 / 1,792 GB/s = $36.34 per GB/s price_floor 65124.33 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1792 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$9,776 (estimate) ESTIMATEHybrid · RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $65,124 / 6.66 tok/s = $9,776.38 per tok/s price_floor 65124.33 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 6.66 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
4	Hybrid · GeForce RTX 5090 32G GAMING TRIO OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMMDIY workstation · 7 parts · break down its parts	4 BLOCKERS	$57,841 (derived) DERIVEDHybrid · GeForce RTX 5090 32G GAMING TRIO OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $49,900 + $5,438 + $75 + $192 + $704 = $57,841 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM 4990040 ¢ — Newegg · new MSI GeForce RTX 5090 32G GAMING TRIO OC 543786 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: idle_watts, MSI GeForce RTX 5090 32G GAMING TRIO OC: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$57.62 (derived) DERIVEDHybrid · GeForce RTX 5090 32G GAMING TRIO OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $57,841 / 1,003.84 GB = $57.62 /GB price_floor 57841.18 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 1003.84 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$32.28 (derived) DERIVEDHybrid · GeForce RTX 5090 32G GAMING TRIO OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $57,841 / 1,792 GB/s = $32.28 per GB/s price_floor 57841.18 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1792 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$9,685 (estimate) ESTIMATEHybrid · GeForce RTX 5090 32G GAMING TRIO OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $57,841 / 5.97 tok/s = $9,685.05 per tok/s price_floor 57841.18 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.97 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
5	Hybrid · Radeon AI PRO R9700 32GB (32358-01-20G) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$54,323 (derived) DERIVEDHybrid · Radeon AI PRO R9700 32GB (32358-01-20G) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $49,900 + $1,919 + $75 + $192 + $704 = $54,323 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM 4990040 ¢ — Newegg · new Sapphire Radeon AI PRO R9700 32GB (32358-01-20G) 191924 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: idle_watts, Sapphire Radeon AI PRO R9700 32GB (32358-01-20G): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$54.11 (derived) DERIVEDHybrid · Radeon AI PRO R9700 32GB (32358-01-20G) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $54,323 / 1,003.84 GB = $54.11 /GB price_floor 54322.56 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 1003.84 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$84.88 (derived) DERIVEDHybrid · Radeon AI PRO R9700 32GB (32358-01-20G) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $54,323 / 640 GB/s = $84.88 per GB/s price_floor 54322.56 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$9,292 (estimate) ESTIMATEHybrid · Radeon AI PRO R9700 32GB (32358-01-20G) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $54,323 / 5.85 tok/s = $9,292.44 per tok/s price_floor 54322.56 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.85 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
6	Hybrid · AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$54,228 (derived) DERIVEDHybrid · AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $49,900 + $1,824 + $75 + $192 + $704 = $54,228 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM 4990040 ¢ — Newegg · new GIGABYTE AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) 182424 ¢ — SabrePC · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: idle_watts, GIGABYTE AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$54.02 (derived) DERIVEDHybrid · AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $54,228 / 1,003.84 GB = $54.02 /GB price_floor 54227.56 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 1003.84 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$84.73 (derived) DERIVEDHybrid · AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $54,228 / 640 GB/s = $84.73 per GB/s price_floor 54227.56 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$9,276 (estimate) ESTIMATEHybrid · AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $54,228 / 5.85 tok/s = $9,276.19 per tok/s price_floor 54227.56 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.85 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
7	Hybrid · GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMMDIY workstation · 7 parts · break down its parts	4 BLOCKERS	$54,216 (derived) DERIVEDHybrid · GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $49,900 + $1,813 + $75 + $192 + $704 = $54,216 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM 4990040 ¢ — Newegg · new GIGABYTE GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) 181261 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: idle_watts, GIGABYTE GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$54.86 (derived) DERIVEDHybrid · GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $54,216 / 988.32 GB = $54.86 /GB price_floor 54215.93 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 988.32 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$56.47 (derived) DERIVEDHybrid · GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $54,216 / 960 GB/s = $56.47 per GB/s price_floor 54215.93 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 960 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$9,360 (estimate) ESTIMATEHybrid · GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $54,216 / 5.79 tok/s = $9,360.06 per tok/s price_floor 54215.93 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.79 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
8	Hybrid · Radeon AI PRO R9700 Creator 32GB (R9700 CT) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$54,216 (derived) DERIVEDHybrid · Radeon AI PRO R9700 Creator 32GB (R9700 CT) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $49,900 + $1,813 + $75 + $192 + $704 = $54,216 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM 4990040 ¢ — Newegg · new ASRock Radeon AI PRO R9700 Creator 32GB (R9700 CT) 181261 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: idle_watts, ASRock Radeon AI PRO R9700 Creator 32GB (R9700 CT): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$54.01 (derived) DERIVEDHybrid · Radeon AI PRO R9700 Creator 32GB (R9700 CT) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $54,216 / 1,003.84 GB = $54.01 /GB price_floor 54215.93 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 1003.84 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$84.71 (derived) DERIVEDHybrid · Radeon AI PRO R9700 Creator 32GB (R9700 CT) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $54,216 / 640 GB/s = $84.71 per GB/s price_floor 54215.93 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$9,274 (estimate) ESTIMATEHybrid · Radeon AI PRO R9700 Creator 32GB (R9700 CT) + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $54,216 / 5.85 tok/s = $9,274.2 per tok/s price_floor 54215.93 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.85 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 30 d — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
9	Hybrid · GeForce RTX 5080 16G SHADOW 3X OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMMDIY workstation · 7 parts · break down its parts	4 BLOCKERS	$54,205 (derived) DERIVEDHybrid · GeForce RTX 5080 16G SHADOW 3X OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $49,900 + $1,802 + $75 + $192 + $704 = $54,205 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM 4990040 ¢ — Newegg · new MSI GeForce RTX 5080 16G SHADOW 3X OC 180195 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: idle_watts, MSI GeForce RTX 5080 16G SHADOW 3X OC: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$54.85 (derived) DERIVEDHybrid · GeForce RTX 5080 16G SHADOW 3X OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $54,205 / 988.32 GB = $54.85 /GB price_floor 54205.27 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 988.32 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$56.46 (derived) DERIVEDHybrid · GeForce RTX 5080 16G SHADOW 3X OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $54,205 / 960 GB/s = $56.46 per GB/s price_floor 54205.27 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 960 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$9,358 (estimate) ESTIMATEHybrid · GeForce RTX 5080 16G SHADOW 3X OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $54,205 / 5.79 tok/s = $9,358.22 per tok/s price_floor 54205.27 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.79 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
10	Hybrid · RTX PRO 6000 Blackwell Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMMDIY workstation · 7 parts · break down its parts	4 BLOCKERS	$54,109 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $32,414 + $19,192 + $75 + $192 + $704 = $54,109 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM 3241392 ¢ — Newegg · new NVIDIA RTX PRO 6000 Blackwell Workstation Edition, 96GB 1919249 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: idle_watts, NVIDIA RTX PRO 6000 Blackwell Workstation Edition, 96GB: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$65.77 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $54,109 / 822.72 GB = $65.77 /GB price_floor 54109.33 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 822.72 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$30.19 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $54,109 / 1,792 GB/s = $30.19 per GB/s price_floor 54109.33 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1792 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$8,123 (estimate) ESTIMATEHybrid · RTX PRO 6000 Blackwell Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $54,109 / 6.66 tok/s = $8,122.83 per tok/s price_floor 54109.33 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 6.66 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
11	CPU · EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMMDIY workstation · 6 parts · break down its parts	5 BLOCKERS	$52,403 (derived) DERIVEDCPU · EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $49,900 + $75 + $192 + $704 = $52,403 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM 4990040 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 6 of 6 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$53.87 (derived) DERIVEDCPU · EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $52,403 / 972.8 GB = $53.87 /GB price_floor 52403.32 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 972.8 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 6 of 6 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$170.58 (derived) DERIVEDCPU · EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $52,403 / 307.2 GB/s = $170.58 per GB/s price_floor 52403.32 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 307.2 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 6 of 6 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$9,228 (estimate) ESTIMATECPU · EPYC 9015 · 8× Server Premier KSM64R52BD4-128MB 128GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $52,403 / 5.68 tok/s = $9,228.43 per tok/s price_floor 52403.32 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.68 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 6 of 6 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from6 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
12	Hybrid · RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMMDIY workstation · 7 parts · break down its parts	4 BLOCKERS	$47,638 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $32,414 + $12,721 + $75 + $192 + $704 = $47,638 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM 3241392 ¢ — Newegg · new NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB 1272101 ¢ — SabrePC · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: idle_watts, NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$57.90 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $47,638 / 822.72 GB = $57.9 /GB price_floor 47637.85 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 822.72 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$26.58 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $47,638 / 1,792 GB/s = $26.58 per GB/s price_floor 47637.85 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1792 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$7,151 (estimate) ESTIMATEHybrid · RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $47,638 / 6.66 tok/s = $7,151.33 per tok/s price_floor 47637.85 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 6.66 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
13	3× RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	4 BLOCKERS	$42,494 (derived) DERIVED3× RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $38,163 + $75 + $192 + $704 = $42,494 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB 3816303 ¢ — SabrePC · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$81.32 (derived) DERIVED3× RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $42,494 / 522.56 GB = $81.32 /GB price_floor 42493.71 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 522.56 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$23.71 (derived) DERIVED3× RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $42,494 / 1,792 GB/s = $23.71 per GB/s price_floor 42493.71 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1792 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$4,171 (estimate) ESTIMATE3× RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $42,494 / 10.19 tok/s = $4,170.69 per tok/s price_floor 42493.71 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 10.19 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). layer split across 3 GPUs: capacity adds, per-token bandwidth does not (layers run sequentially) Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
14	Hybrid · GeForce RTX 5090 32G GAMING TRIO OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMMDIY workstation · 7 parts · break down its parts	4 BLOCKERS	$40,355 (derived) DERIVEDHybrid · GeForce RTX 5090 32G GAMING TRIO OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $32,414 + $5,438 + $75 + $192 + $704 = $40,355 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM 3241392 ¢ — Newegg · new MSI GeForce RTX 5090 32G GAMING TRIO OC 543786 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: idle_watts, MSI GeForce RTX 5090 32G GAMING TRIO OC: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$53.05 (derived) DERIVEDHybrid · GeForce RTX 5090 32G GAMING TRIO OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $40,355 / 760.64 GB = $53.05 /GB price_floor 40354.7 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 760.64 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$22.52 (derived) DERIVEDHybrid · GeForce RTX 5090 32G GAMING TRIO OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $40,355 / 1,792 GB/s = $22.52 per GB/s price_floor 40354.7 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1792 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$6,757 (estimate) ESTIMATEHybrid · GeForce RTX 5090 32G GAMING TRIO OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $40,355 / 5.97 tok/s = $6,757.08 per tok/s price_floor 40354.7 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.97 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
15	Hybrid · Radeon AI PRO R9700 32GB (32358-01-20G) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$36,836 (derived) DERIVEDHybrid · Radeon AI PRO R9700 32GB (32358-01-20G) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $32,414 + $1,919 + $75 + $192 + $704 = $36,836 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM 3241392 ¢ — Newegg · new Sapphire Radeon AI PRO R9700 32GB (32358-01-20G) 191924 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: idle_watts, Sapphire Radeon AI PRO R9700 32GB (32358-01-20G): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$48.43 (derived) DERIVEDHybrid · Radeon AI PRO R9700 32GB (32358-01-20G) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $36,836 / 760.64 GB = $48.43 /GB price_floor 36836.08 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 760.64 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$57.56 (derived) DERIVEDHybrid · Radeon AI PRO R9700 32GB (32358-01-20G) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $36,836 / 640 GB/s = $57.56 per GB/s price_floor 36836.08 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$6,301 (estimate) ESTIMATEHybrid · Radeon AI PRO R9700 32GB (32358-01-20G) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $36,836 / 5.85 tok/s = $6,301.2 per tok/s price_floor 36836.08 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.85 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
16	Hybrid · AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$36,741 (derived) DERIVEDHybrid · AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $32,414 + $1,824 + $75 + $192 + $704 = $36,741 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM 3241392 ¢ — Newegg · new GIGABYTE AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) 182424 ¢ — SabrePC · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: idle_watts, GIGABYTE AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$48.30 (derived) DERIVEDHybrid · AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $36,741 / 760.64 GB = $48.3 /GB price_floor 36741.08 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 760.64 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$57.41 (derived) DERIVEDHybrid · AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $36,741 / 640 GB/s = $57.41 per GB/s price_floor 36741.08 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$6,285 (estimate) ESTIMATEHybrid · AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $36,741 / 5.85 tok/s = $6,284.95 per tok/s price_floor 36741.08 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.85 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
17	Hybrid · GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMMDIY workstation · 7 parts · break down its parts	4 BLOCKERS	$36,729 (derived) DERIVEDHybrid · GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $32,414 + $1,813 + $75 + $192 + $704 = $36,729 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM 3241392 ¢ — Newegg · new GIGABYTE GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) 181261 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: idle_watts, GIGABYTE GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$49.29 (derived) DERIVEDHybrid · GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $36,729 / 745.12 GB = $49.29 /GB price_floor 36729.45 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 745.12 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$38.26 (derived) DERIVEDHybrid · GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $36,729 / 960 GB/s = $38.26 per GB/s price_floor 36729.45 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 960 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$6,341 (estimate) ESTIMATEHybrid · GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $36,729 / 5.79 tok/s = $6,341.12 per tok/s price_floor 36729.45 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.79 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
18	Hybrid · Radeon AI PRO R9700 Creator 32GB (R9700 CT) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$36,729 (derived) DERIVEDHybrid · Radeon AI PRO R9700 Creator 32GB (R9700 CT) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $32,414 + $1,813 + $75 + $192 + $704 = $36,729 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM 3241392 ¢ — Newegg · new ASRock Radeon AI PRO R9700 Creator 32GB (R9700 CT) 181261 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: idle_watts, ASRock Radeon AI PRO R9700 Creator 32GB (R9700 CT): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$48.29 (derived) DERIVEDHybrid · Radeon AI PRO R9700 Creator 32GB (R9700 CT) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $36,729 / 760.64 GB = $48.29 /GB price_floor 36729.45 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 760.64 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$57.39 (derived) DERIVEDHybrid · Radeon AI PRO R9700 Creator 32GB (R9700 CT) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $36,729 / 640 GB/s = $57.39 per GB/s price_floor 36729.45 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$6,283 (estimate) ESTIMATEHybrid · Radeon AI PRO R9700 Creator 32GB (R9700 CT) + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $36,729 / 5.85 tok/s = $6,282.96 per tok/s price_floor 36729.45 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.85 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 30 d — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
19	Hybrid · GeForce RTX 5080 16G SHADOW 3X OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMMDIY workstation · 7 parts · break down its parts	4 BLOCKERS	$36,719 (derived) DERIVEDHybrid · GeForce RTX 5080 16G SHADOW 3X OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $32,414 + $1,802 + $75 + $192 + $704 = $36,719 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM 3241392 ¢ — Newegg · new MSI GeForce RTX 5080 16G SHADOW 3X OC 180195 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: idle_watts, MSI GeForce RTX 5080 16G SHADOW 3X OC: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$49.28 (derived) DERIVEDHybrid · GeForce RTX 5080 16G SHADOW 3X OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $36,719 / 745.12 GB = $49.28 /GB price_floor 36718.79 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 745.12 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$38.25 (derived) DERIVEDHybrid · GeForce RTX 5080 16G SHADOW 3X OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $36,719 / 960 GB/s = $38.25 per GB/s price_floor 36718.79 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 960 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$6,339 (estimate) ESTIMATEHybrid · GeForce RTX 5080 16G SHADOW 3X OC + EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $36,719 / 5.79 tok/s = $6,339.28 per tok/s price_floor 36718.79 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.79 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
20	CPU · EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMMDIY workstation · 6 parts · break down its parts	5 BLOCKERS	$34,917 (derived) DERIVEDCPU · EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $32,414 + $75 + $192 + $704 = $34,917 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM 3241392 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 6 of 6 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Kingston Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$47.86 (derived) DERIVEDCPU · EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $34,917 / 729.6 GB = $47.86 /GB price_floor 34916.84 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 729.6 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 6 of 6 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$113.66 (derived) DERIVEDCPU · EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $34,917 / 307.2 GB/s = $113.66 per GB/s price_floor 34916.84 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 307.2 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 6 of 6 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$6,149 (estimate) ESTIMATECPU · EPYC 9015 · 8× Server Premier KSM64R52BD4-96MC 96GB DDR5-6400 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $34,917 / 5.68 tok/s = $6,148.99 per tok/s price_floor 34916.84 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.68 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 6 of 6 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from6 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
21	2× RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$29,773 (derived) DERIVED2× RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $25,442 + $75 + $192 + $704 = $29,773 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB 2544202 ¢ — SabrePC · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$69.33 (derived) DERIVED2× RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $29,773 / 429.44 GB = $69.33 /GB price_floor 29772.7 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 429.44 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$16.61 (derived) DERIVED2× RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $29,773 / 1,792 GB/s = $16.61 per GB/s price_floor 29772.7 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1792 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: 2× NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB + AMD EPYC 9015 has 429.44 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
22	Hybrid · RTX PRO 6000 Blackwell Workstation Edition, 96GB + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	4 BLOCKERS	$24,229 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Workstation Edition, 96GB + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $2,534 + $19,192 + $75 + $192 + $704 = $24,229 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM 253400 ¢ — SabrePC · new NVIDIA RTX PRO 6000 Blackwell Workstation Edition, 96GB 1919249 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: idle_watts, NVIDIA RTX PRO 6000 Blackwell Workstation Edition, 96GB: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$41.81 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Workstation Edition, 96GB + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $24,229 / 579.52 GB = $41.81 /GB price_floor 24229.41 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 579.52 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$13.52 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Workstation Edition, 96GB + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $24,229 / 1,792 GB/s = $13.52 per GB/s price_floor 24229.41 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1792 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$3,637 (estimate) ESTIMATEHybrid · RTX PRO 6000 Blackwell Workstation Edition, 96GB + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $24,229 / 6.66 tok/s = $3,637.29 per tok/s price_floor 24229.41 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 6.66 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
23	1× RTX PRO 6000 Blackwell Workstation Edition, 96GB · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$23,523 (derived) DERIVED1× RTX PRO 6000 Blackwell Workstation Edition, 96GB · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $19,192 + $75 + $192 + $704 = $23,523 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new NVIDIA RTX PRO 6000 Blackwell Workstation Edition, 96GB 1919249 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, NVIDIA RTX PRO 6000 Blackwell Workstation Edition, 96GB: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$69.94 (derived) DERIVED1× RTX PRO 6000 Blackwell Workstation Edition, 96GB · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $23,523 / 336.32 GB = $69.94 /GB price_floor 23523.17 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 336.32 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$13.13 (derived) DERIVED1× RTX PRO 6000 Blackwell Workstation Edition, 96GB · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $23,523 / 1,792 GB/s = $13.13 per GB/s price_floor 23523.17 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1792 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: NVIDIA RTX PRO 6000 Blackwell Workstation Edition, 96GB + AMD EPYC 9015 has 336.32 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
24	Hybrid · RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	4 BLOCKERS	$17,758 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $2,534 + $12,721 + $75 + $192 + $704 = $17,758 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM 253400 ¢ — SabrePC · new NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB 1272101 ¢ — SabrePC · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: idle_watts, NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$30.64 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $17,758 / 579.52 GB = $30.64 /GB price_floor 17757.93 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 579.52 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$9.91 (derived) DERIVEDHybrid · RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $17,758 / 1,792 GB/s = $9.91 per GB/s price_floor 17757.93 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1792 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$2,666 (estimate) ESTIMATEHybrid · RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $17,758 / 6.66 tok/s = $2,665.8 per tok/s price_floor 17757.93 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 6.66 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
25	1× RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$17,052 (derived) DERIVED1× RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $12,721 + $75 + $192 + $704 = $17,052 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB 1272101 ¢ — SabrePC · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$50.70 (derived) DERIVED1× RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $17,052 / 336.32 GB = $50.7 /GB price_floor 17051.69 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 336.32 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$9.52 (derived) DERIVED1× RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $17,052 / 1,792 GB/s = $9.52 per GB/s price_floor 17051.69 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1792 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB + AMD EPYC 9015 has 336.32 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
26	2× GeForce RTX 5090 32G GAMING TRIO OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$15,206 (derived) DERIVED2× GeForce RTX 5090 32G GAMING TRIO OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $10,876 + $75 + $192 + $704 = $15,206 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new MSI GeForce RTX 5090 32G GAMING TRIO OC 1087572 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, MSI GeForce RTX 5090 32G GAMING TRIO OC: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$49.81 (derived) DERIVED2× GeForce RTX 5090 32G GAMING TRIO OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $15,206 / 305.28 GB = $49.81 /GB price_floor 15206.4 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 305.28 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$8.49 (derived) DERIVED2× GeForce RTX 5090 32G GAMING TRIO OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $15,206 / 1,792 GB/s = $8.49 per GB/s price_floor 15206.4 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1792 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: 2× MSI GeForce RTX 5090 32G GAMING TRIO OC + AMD EPYC 9015 has 305.28 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
27	Apple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 256GBsealed appliance · 1 part · break down its parts	5 BLOCKERS	$11,514 (derived) DERIVEDApple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 256GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $11,514 = $11,514 Apple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 256GB 1151443 ¢ — Apple · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$12,709 (estimate) ESTIMATEApple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 256GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $11,514.43 + $1,194.47 = $12,708.90 purchase_cents 1151443 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 119447 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$59.97 (derived) DERIVEDApple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 256GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $11,514 / 192 GB = $59.97 /GB price_floor 11514.43 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 192 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$9.60 (derived) DERIVEDApple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 256GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $11,514 / 1,200 GB/s = $9.6 per GB/s price_floor 11514.43 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1200 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Apple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 256GB has 192 GB usable — it will not load, so there is no decode speed.
Priced fromApplecondition newaccess tier 3, route apple_store32 h
28	Hybrid · GeForce RTX 5090 32G GAMING TRIO OC + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	4 BLOCKERS	$10,475 (derived) DERIVEDHybrid · GeForce RTX 5090 32G GAMING TRIO OC + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $2,534 + $5,438 + $75 + $192 + $704 = $10,475 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM 253400 ¢ — SabrePC · new MSI GeForce RTX 5090 32G GAMING TRIO OC 543786 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: idle_watts, MSI GeForce RTX 5090 32G GAMING TRIO OC: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$20.24 (derived) DERIVEDHybrid · GeForce RTX 5090 32G GAMING TRIO OC + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $10,475 / 517.44 GB = $20.24 /GB price_floor 10474.78 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 517.44 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$5.85 (derived) DERIVEDHybrid · GeForce RTX 5090 32G GAMING TRIO OC + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $10,475 / 1,792 GB/s = $5.85 per GB/s price_floor 10474.78 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1792 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$1,754 (estimate) ESTIMATEHybrid · GeForce RTX 5090 32G GAMING TRIO OC + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $10,475 / 5.97 tok/s = $1,753.92 per tok/s price_floor 10474.78 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.97 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
29	Apple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GBsealed appliance · 1 part · broken down below	5 BLOCKERS	$10,128 (derived) DERIVEDApple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $10,128 = $10,128 Apple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB 1012831 ¢ — Apple · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Idle draw is not published for 1 of 1 part in this rig, and the duty cycle in Settings spends most of the day idle — counting an unknown idle draw as zero would understate the bill. (missing: Apple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB: idle_watts)	$52.75 (derived) DERIVEDApple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $10,128 / 192 GB = $52.75 /GB price_floor 10128.31 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 192 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$8.44 (derived) DERIVEDApple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $10,128 / 1,200 GB/s = $8.44 per GB/s price_floor 10128.31 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1200 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Apple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB has 192 GB usable — it will not load, so there is no decode speed.
Priced fromApplecondition newaccess tier 3, route apple_store32 h
30	3× Radeon AI PRO R9700 32GB (32358-01-20G) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	6 BLOCKERS	$10,088 (derived) DERIVED3× Radeon AI PRO R9700 32GB (32358-01-20G) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $5,758 + $75 + $192 + $704 = $10,088 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new Sapphire Radeon AI PRO R9700 32GB (32358-01-20G) 575772 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, Sapphire Radeon AI PRO R9700 32GB (32358-01-20G): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$30.00 (derived) DERIVED3× Radeon AI PRO R9700 32GB (32358-01-20G) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $10,088 / 336.32 GB = $30 /GB price_floor 10088.4 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 336.32 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$15.76 (derived) DERIVED3× Radeon AI PRO R9700 32GB (32358-01-20G) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $10,088 / 640 GB/s = $15.76 per GB/s price_floor 10088.4 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: 3× Sapphire Radeon AI PRO R9700 32GB (32358-01-20G) + AMD EPYC 9015 has 336.32 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
31	3× AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	6 BLOCKERS	$9,803 (derived) DERIVED3× AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $5,473 + $75 + $192 + $704 = $9,803 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new GIGABYTE AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) 547272 ¢ — SabrePC · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, GIGABYTE AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$29.15 (derived) DERIVED3× AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $9,803 / 336.32 GB = $29.15 /GB price_floor 9803.4 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 336.32 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$15.32 (derived) DERIVED3× AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $9,803 / 640 GB/s = $15.32 per GB/s price_floor 9803.4 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: 3× GIGABYTE AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + AMD EPYC 9015 has 336.32 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
32	1× GeForce RTX 5090 32G GAMING TRIO OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$9,769 (derived) DERIVED1× GeForce RTX 5090 32G GAMING TRIO OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $5,438 + $75 + $192 + $704 = $9,769 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new MSI GeForce RTX 5090 32G GAMING TRIO OC 543786 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, MSI GeForce RTX 5090 32G GAMING TRIO OC: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$35.62 (derived) DERIVED1× GeForce RTX 5090 32G GAMING TRIO OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $9,769 / 274.24 GB = $35.62 /GB price_floor 9768.54 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 274.24 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$5.45 (derived) DERIVED1× GeForce RTX 5090 32G GAMING TRIO OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $9,769 / 1,792 GB/s = $5.45 per GB/s price_floor 9768.54 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1792 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: MSI GeForce RTX 5090 32G GAMING TRIO OC + AMD EPYC 9015 has 274.24 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
33	3× GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$9,769 (derived) DERIVED3× GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $5,438 + $75 + $192 + $704 = $9,769 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new GIGABYTE GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) 543783 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, GIGABYTE GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$33.71 (derived) DERIVED3× GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $9,769 / 289.76 GB = $33.71 /GB price_floor 9768.51 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 289.76 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$10.18 (derived) DERIVED3× GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $9,769 / 960 GB/s = $10.18 per GB/s price_floor 9768.51 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 960 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: 3× GIGABYTE GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + AMD EPYC 9015 has 289.76 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
34	3× Radeon AI PRO R9700 Creator 32GB (R9700 CT) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	6 BLOCKERS	$9,769 (derived) DERIVED3× Radeon AI PRO R9700 Creator 32GB (R9700 CT) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $5,438 + $75 + $192 + $704 = $9,769 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new ASRock Radeon AI PRO R9700 Creator 32GB (R9700 CT) 543783 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, ASRock Radeon AI PRO R9700 Creator 32GB (R9700 CT): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$29.05 (derived) DERIVED3× Radeon AI PRO R9700 Creator 32GB (R9700 CT) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $9,769 / 336.32 GB = $29.05 /GB price_floor 9768.51 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 336.32 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$15.26 (derived) DERIVED3× Radeon AI PRO R9700 Creator 32GB (R9700 CT) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $9,769 / 640 GB/s = $15.26 per GB/s price_floor 9768.51 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: 3× ASRock Radeon AI PRO R9700 Creator 32GB (R9700 CT) + AMD EPYC 9015 has 336.32 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 30 d — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
35	3× GeForce RTX 5080 16G SHADOW 3X OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$9,737 (derived) DERIVED3× GeForce RTX 5080 16G SHADOW 3X OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $5,406 + $75 + $192 + $704 = $9,737 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new MSI GeForce RTX 5080 16G SHADOW 3X OC 540585 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, MSI GeForce RTX 5080 16G SHADOW 3X OC: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$33.60 (derived) DERIVED3× GeForce RTX 5080 16G SHADOW 3X OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $9,737 / 289.76 GB = $33.6 /GB price_floor 9736.53 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 289.76 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$10.14 (derived) DERIVED3× GeForce RTX 5080 16G SHADOW 3X OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $9,737 / 960 GB/s = $10.14 per GB/s price_floor 9736.53 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 960 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: 3× MSI GeForce RTX 5080 16G SHADOW 3X OC + AMD EPYC 9015 has 289.76 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
36	GIGABYTE AI TOP ATOM (NVIDIA GB10), 128GBsealed appliance · 1 part · break down its parts	5 BLOCKERS	$8,530 (derived) DERIVEDGIGABYTE AI TOP ATOM (NVIDIA GB10), 128GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $8,530 = $8,530 GIGABYTE AI TOP ATOM (NVIDIA GB10), 128GB 852999 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$9,498 (estimate) ESTIMATEGIGABYTE AI TOP ATOM (NVIDIA GB10), 128GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $8,529.99 + $967.93 = $9,497.92 purchase_cents 852999 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 96793 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$74.05 (derived) DERIVEDGIGABYTE AI TOP ATOM (NVIDIA GB10), 128GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $8,530 / 115.2 GB = $74.05 /GB price_floor 8529.99 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 115.2 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$31.25 (derived) DERIVEDGIGABYTE AI TOP ATOM (NVIDIA GB10), 128GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $8,530 / 273 GB/s = $31.25 per GB/s price_floor 8529.99 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 273 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but GIGABYTE AI TOP ATOM (NVIDIA GB10), 128GB has 115.2 GB usable — it will not load, so there is no decode speed.
Priced fromNeweggcondition newaccess tier 3, route newegg_realtime32 h
37	NVIDIA DGX Spark (GB10 Grace Blackwell), 128GBsealed appliance · 1 part · break down its parts	5 BLOCKERS	$8,423 (derived) DERIVEDNVIDIA DGX Spark (GB10 Grace Blackwell), 128GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $8,423 = $8,423 NVIDIA DGX Spark (GB10 Grace Blackwell), 128GB 842336 ¢ — Central Computers · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$9,391 (estimate) ESTIMATENVIDIA DGX Spark (GB10 Grace Blackwell), 128GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $8,423.36 + $967.93 = $9,391.29 purchase_cents 842336 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 96793 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$73.12 (derived) DERIVEDNVIDIA DGX Spark (GB10 Grace Blackwell), 128GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $8,423 / 115.2 GB = $73.12 /GB price_floor 8423.36 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 115.2 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$30.85 (derived) DERIVEDNVIDIA DGX Spark (GB10 Grace Blackwell), 128GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $8,423 / 273 GB/s = $30.85 per GB/s price_floor 8423.36 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 273 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but NVIDIA DGX Spark (GB10 Grace Blackwell), 128GB has 115.2 GB usable — it will not load, so there is no decode speed.
Priced fromCentral Computerscondition newaccess tier 1, route jsonld_productstale 9 d — past the 36 hour freshness window
38	2× Radeon AI PRO R9700 32GB (32358-01-20G) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	6 BLOCKERS	$8,169 (derived) DERIVED2× Radeon AI PRO R9700 32GB (32358-01-20G) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $3,838 + $75 + $192 + $704 = $8,169 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new Sapphire Radeon AI PRO R9700 32GB (32358-01-20G) 383848 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, Sapphire Radeon AI PRO R9700 32GB (32358-01-20G): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$26.76 (derived) DERIVED2× Radeon AI PRO R9700 32GB (32358-01-20G) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $8,169 / 305.28 GB = $26.76 /GB price_floor 8169.16 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 305.28 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$12.76 (derived) DERIVED2× Radeon AI PRO R9700 32GB (32358-01-20G) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $8,169 / 640 GB/s = $12.76 per GB/s price_floor 8169.16 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: 2× Sapphire Radeon AI PRO R9700 32GB (32358-01-20G) + AMD EPYC 9015 has 305.28 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
39	HP Z2 Mini G1a (Ryzen AI Max+ PRO 395), 128GBsealed appliance · 1 part · break down its parts	6 BLOCKERS	$8,060 (derived) DERIVEDHP Z2 Mini G1a (Ryzen AI Max+ PRO 395), 128GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $8,060 = $8,060 HP Z2 Mini G1a (Ryzen AI Max+ PRO 395), 128GB 805978 ¢ — CDW · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Idle draw is not published for 1 of 1 part in this rig, and the duty cycle in Settings spends most of the day idle — counting an unknown idle draw as zero would understate the bill. (missing: HP Z2 Mini G1a (Ryzen AI Max+ PRO 395), 128GB: idle_watts)	$69.96 (derived) DERIVEDHP Z2 Mini G1a (Ryzen AI Max+ PRO 395), 128GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $8,060 / 115.2 GB = $69.96 /GB price_floor 8059.78 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 115.2 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$31.48 (derived) DERIVEDHP Z2 Mini G1a (Ryzen AI Max+ PRO 395), 128GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $8,060 / 256 GB/s = $31.48 per GB/s price_floor 8059.78 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 256 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but HP Z2 Mini G1a (Ryzen AI Max+ PRO 395), 128GB has 115.2 GB usable — it will not load, so there is no decode speed.
Priced fromCDWcondition newaccess tier 2, route cdw_html32 h
40	2× AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	6 BLOCKERS	$7,979 (derived) DERIVED2× AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $3,648 + $75 + $192 + $704 = $7,979 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new GIGABYTE AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) 364848 ¢ — SabrePC · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, GIGABYTE AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$26.14 (derived) DERIVED2× AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $7,979 / 305.28 GB = $26.14 /GB price_floor 7979.16 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 305.28 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$12.47 (derived) DERIVED2× AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $7,979 / 640 GB/s = $12.47 per GB/s price_floor 7979.16 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: 2× GIGABYTE AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + AMD EPYC 9015 has 305.28 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
41	2× GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$7,956 (derived) DERIVED2× GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $3,625 + $75 + $192 + $704 = $7,956 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new GIGABYTE GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) 362522 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, GIGABYTE GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$29.01 (derived) DERIVED2× GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $7,956 / 274.24 GB = $29.01 /GB price_floor 7955.9 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 274.24 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$8.29 (derived) DERIVED2× GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $7,956 / 960 GB/s = $8.29 per GB/s price_floor 7955.9 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 960 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: 2× GIGABYTE GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + AMD EPYC 9015 has 274.24 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
42	2× Radeon AI PRO R9700 Creator 32GB (R9700 CT) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	6 BLOCKERS	$7,956 (derived) DERIVED2× Radeon AI PRO R9700 Creator 32GB (R9700 CT) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $3,625 + $75 + $192 + $704 = $7,956 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new ASRock Radeon AI PRO R9700 Creator 32GB (R9700 CT) 362522 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, ASRock Radeon AI PRO R9700 Creator 32GB (R9700 CT): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$26.06 (derived) DERIVED2× Radeon AI PRO R9700 Creator 32GB (R9700 CT) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $7,956 / 305.28 GB = $26.06 /GB price_floor 7955.9 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 305.28 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$12.43 (derived) DERIVED2× Radeon AI PRO R9700 Creator 32GB (R9700 CT) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $7,956 / 640 GB/s = $12.43 per GB/s price_floor 7955.9 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: 2× ASRock Radeon AI PRO R9700 Creator 32GB (R9700 CT) + AMD EPYC 9015 has 305.28 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 30 d — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
43	2× GeForce RTX 5080 16G SHADOW 3X OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$7,935 (derived) DERIVED2× GeForce RTX 5080 16G SHADOW 3X OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $3,604 + $75 + $192 + $704 = $7,935 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new MSI GeForce RTX 5080 16G SHADOW 3X OC 360390 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, MSI GeForce RTX 5080 16G SHADOW 3X OC: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$28.93 (derived) DERIVED2× GeForce RTX 5080 16G SHADOW 3X OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $7,935 / 274.24 GB = $28.93 /GB price_floor 7934.58 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 274.24 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$8.27 (derived) DERIVED2× GeForce RTX 5080 16G SHADOW 3X OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $7,935 / 960 GB/s = $8.27 per GB/s price_floor 7934.58 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 960 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: 2× MSI GeForce RTX 5080 16G SHADOW 3X OC + AMD EPYC 9015 has 274.24 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
44	Apple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 96GBsealed appliance · 1 part · break down its parts	5 BLOCKERS	$7,249 (derived) DERIVEDApple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 96GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $7,249 = $7,249 Apple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 96GB 724943 ¢ — Apple · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$8,444 (estimate) ESTIMATEApple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 96GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $7,249.43 + $1,194.47 = $8,443.90 purchase_cents 724943 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 119447 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$100.69 (derived) DERIVEDApple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 96GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $7,249 / 72 GB = $100.69 /GB price_floor 7249.43 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 72 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$6.04 (derived) DERIVEDApple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 96GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $7,249 / 1,200 GB/s = $6.04 per GB/s price_floor 7249.43 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1200 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Apple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 96GB has 72 GB usable — it will not load, so there is no decode speed.
Priced fromApplecondition newaccess tier 3, route apple_store32 h
45	Hybrid · Radeon AI PRO R9700 32GB (32358-01-20G) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$6,956 (derived) DERIVEDHybrid · Radeon AI PRO R9700 32GB (32358-01-20G) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $2,534 + $1,919 + $75 + $192 + $704 = $6,956 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM 253400 ¢ — SabrePC · new Sapphire Radeon AI PRO R9700 32GB (32358-01-20G) 191924 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: idle_watts, Sapphire Radeon AI PRO R9700 32GB (32358-01-20G): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$13.44 (derived) DERIVEDHybrid · Radeon AI PRO R9700 32GB (32358-01-20G) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $6,956 / 517.44 GB = $13.44 /GB price_floor 6956.16 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 517.44 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$10.87 (derived) DERIVEDHybrid · Radeon AI PRO R9700 32GB (32358-01-20G) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $6,956 / 640 GB/s = $10.87 per GB/s price_floor 6956.16 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$1,190 (estimate) ESTIMATEHybrid · Radeon AI PRO R9700 32GB (32358-01-20G) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $6,956 / 5.85 tok/s = $1,189.92 per tok/s price_floor 6956.16 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.85 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
46	Acer Veriton VGN100-UD11 (NVIDIA GB10), 128GBsealed appliance · 1 part · break down its parts	5 BLOCKERS	$6,951 (derived) DERIVEDAcer Veriton VGN100-UD11 (NVIDIA GB10), 128GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $6,951 = $6,951 Acer Veriton VGN100-UD11 (NVIDIA GB10), 128GB 695117 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$7,919 (estimate) ESTIMATEAcer Veriton VGN100-UD11 (NVIDIA GB10), 128GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $6,951.17 + $967.93 = $7,919.10 purchase_cents 695117 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 96793 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$60.34 (derived) DERIVEDAcer Veriton VGN100-UD11 (NVIDIA GB10), 128GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $6,951 / 115.2 GB = $60.34 /GB price_floor 6951.17 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 115.2 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$25.46 (derived) DERIVEDAcer Veriton VGN100-UD11 (NVIDIA GB10), 128GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $6,951 / 273 GB/s = $25.46 per GB/s price_floor 6951.17 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 273 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Acer Veriton VGN100-UD11 (NVIDIA GB10), 128GB has 115.2 GB usable — it will not load, so there is no decode speed.
Priced fromNeweggcondition newaccess tier 3, route newegg_realtime32 h
47	Hybrid · AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$6,861 (derived) DERIVEDHybrid · AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $2,534 + $1,824 + $75 + $192 + $704 = $6,861 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM 253400 ¢ — SabrePC · new GIGABYTE AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) 182424 ¢ — SabrePC · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: idle_watts, GIGABYTE AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$13.26 (derived) DERIVEDHybrid · AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $6,861 / 517.44 GB = $13.26 /GB price_floor 6861.16 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 517.44 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$10.72 (derived) DERIVEDHybrid · AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $6,861 / 640 GB/s = $10.72 per GB/s price_floor 6861.16 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$1,174 (estimate) ESTIMATEHybrid · AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $6,861 / 5.85 tok/s = $1,173.67 per tok/s price_floor 6861.16 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.85 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
48	Hybrid · GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$6,850 (derived) DERIVEDHybrid · GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $2,534 + $1,813 + $75 + $192 + $704 = $6,850 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM 253400 ¢ — SabrePC · new GIGABYTE GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) 181261 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: idle_watts, GIGABYTE GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$13.65 (derived) DERIVEDHybrid · GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $6,850 / 501.92 GB = $13.65 /GB price_floor 6849.53 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 501.92 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$7.13 (derived) DERIVEDHybrid · GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $6,850 / 960 GB/s = $7.13 per GB/s price_floor 6849.53 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 960 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: GIGABYTE GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + AMD EPYC 9015 has 501.92 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
49	Hybrid · Radeon AI PRO R9700 Creator 32GB (R9700 CT) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$6,850 (derived) DERIVEDHybrid · Radeon AI PRO R9700 Creator 32GB (R9700 CT) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $2,534 + $1,813 + $75 + $192 + $704 = $6,850 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM 253400 ¢ — SabrePC · new ASRock Radeon AI PRO R9700 Creator 32GB (R9700 CT) 181261 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: idle_watts, ASRock Radeon AI PRO R9700 Creator 32GB (R9700 CT): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$13.24 (derived) DERIVEDHybrid · Radeon AI PRO R9700 Creator 32GB (R9700 CT) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $6,850 / 517.44 GB = $13.24 /GB price_floor 6849.53 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 517.44 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$10.70 (derived) DERIVEDHybrid · Radeon AI PRO R9700 Creator 32GB (R9700 CT) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $6,850 / 640 GB/s = $10.7 per GB/s price_floor 6849.53 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	$1,172 (estimate) ESTIMATEHybrid · Radeon AI PRO R9700 Creator 32GB (R9700 CT) + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per tok/sArithmetic that also depends on a tunable assumption, listed below. cost_per_tok_s = price_floor / decode_tok_s = $6,850 / 5.85 tok/s = $1,171.68 per tok/s price_floor 6849.53 USD — rig_price_floor = Σ part price_floor × quantity decode_tok_s 5.85 tok/s — GLM-5.3 decoding on this rig at the Plan's context LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. MoE: only active parameters are read per token (SPEC §3). Effective bits include embeddings and higher-precision tensors in mixed quants. Assumes active weights are quantized like the file average. KV cache is re-read on every token (DECISIONS D-008). Pools are read sequentially per token, so per-pool times add (harmonic combination). Per-token overhead on a split placement is DERIVED, not measured: each pool's own single-pool figure is charged in proportion to the share of each token it serves, because the fixed cost is per operation and the split puts that share of the operations on each device. Calibrated with that pool serving the whole model (D-013): GPU VRAM (1.58 ms), System RAM (44.61 ms). Batch size 1 (single user, interactive). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per tok/s is at least this much.
Priced from7 offers across 3 retailersoldeststale 30 d — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
50	Hybrid · GeForce RTX 5080 16G SHADOW 3X OC + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$6,839 (derived) DERIVEDHybrid · GeForce RTX 5080 16G SHADOW 3X OC + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $2,534 + $1,802 + $75 + $192 + $704 = $6,839 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM 253400 ¢ — SabrePC · new MSI GeForce RTX 5080 16G SHADOW 3X OC 180195 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: idle_watts, MSI GeForce RTX 5080 16G SHADOW 3X OC: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$13.63 (derived) DERIVEDHybrid · GeForce RTX 5080 16G SHADOW 3X OC + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $6,839 / 501.92 GB = $13.63 /GB price_floor 6838.87 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 501.92 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$7.12 (derived) DERIVEDHybrid · GeForce RTX 5080 16G SHADOW 3X OC + EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $6,839 / 960 GB/s = $7.12 per GB/s price_floor 6838.87 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 960 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: MSI GeForce RTX 5080 16G SHADOW 3X OC + AMD EPYC 9015 has 501.92 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
51	ASUS Ascent GX10 (NVIDIA GB10 Grace Blackwell), 128GBsealed appliance · 1 part · break down its parts	5 BLOCKERS	$6,396 (derived) DERIVEDASUS Ascent GX10 (NVIDIA GB10 Grace Blackwell), 128GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $6,396 = $6,396 ASUS Ascent GX10 (NVIDIA GB10 Grace Blackwell), 128GB 639643 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Idle draw is not published for 1 of 1 part in this rig, and the duty cycle in Settings spends most of the day idle — counting an unknown idle draw as zero would understate the bill. (missing: ASUS Ascent GX10 (NVIDIA GB10 Grace Blackwell), 128GB: idle_watts)	$55.52 (derived) DERIVEDASUS Ascent GX10 (NVIDIA GB10 Grace Blackwell), 128GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $6,396 / 115.2 GB = $55.52 /GB price_floor 6396.43 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 115.2 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$23.43 (derived) DERIVEDASUS Ascent GX10 (NVIDIA GB10 Grace Blackwell), 128GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $6,396 / 273 GB/s = $23.43 per GB/s price_floor 6396.43 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 273 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but ASUS Ascent GX10 (NVIDIA GB10 Grace Blackwell), 128GB has 115.2 GB usable — it will not load, so there is no decode speed.
Priced fromNeweggcondition newaccess tier 3, route newegg_realtime32 h
52	1× Radeon AI PRO R9700 32GB (32358-01-20G) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	6 BLOCKERS	$6,250 (derived) DERIVED1× Radeon AI PRO R9700 32GB (32358-01-20G) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $1,919 + $75 + $192 + $704 = $6,250 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new Sapphire Radeon AI PRO R9700 32GB (32358-01-20G) 191924 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, Sapphire Radeon AI PRO R9700 32GB (32358-01-20G): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$22.79 (derived) DERIVED1× Radeon AI PRO R9700 32GB (32358-01-20G) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $6,250 / 274.24 GB = $22.79 /GB price_floor 6249.92 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 274.24 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$9.77 (derived) DERIVED1× Radeon AI PRO R9700 32GB (32358-01-20G) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $6,250 / 640 GB/s = $9.77 per GB/s price_floor 6249.92 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: Sapphire Radeon AI PRO R9700 32GB (32358-01-20G) + AMD EPYC 9015 has 274.24 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
53	HP ZGX Nano G1n AI Station (NVIDIA GB10), 128GBsealed appliance · 1 part · break down its parts	5 BLOCKERS	$6,237 (derived) DERIVEDHP ZGX Nano G1n AI Station (NVIDIA GB10), 128GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $6,237 = $6,237 HP ZGX Nano G1n AI Station (NVIDIA GB10), 128GB 623650 ¢ — HP Store · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$7,204 (estimate) ESTIMATEHP ZGX Nano G1n AI Station (NVIDIA GB10), 128GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $6,236.50 + $967.93 = $7,204.43 purchase_cents 623650 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 96793 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$54.14 (derived) DERIVEDHP ZGX Nano G1n AI Station (NVIDIA GB10), 128GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $6,237 / 115.2 GB = $54.14 /GB price_floor 6236.5 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 115.2 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$22.84 (derived) DERIVEDHP ZGX Nano G1n AI Station (NVIDIA GB10), 128GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $6,237 / 273 GB/s = $22.84 per GB/s price_floor 6236.5 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 273 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but HP ZGX Nano G1n AI Station (NVIDIA GB10), 128GB has 115.2 GB usable — it will not load, so there is no decode speed.
Priced fromHP Storecondition newaccess tier 1, route jsonld_productstale 46 h — past the 36 hour freshness window
54	1× AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	6 BLOCKERS	$6,155 (derived) DERIVED1× AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $1,824 + $75 + $192 + $704 = $6,155 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new GIGABYTE AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) 182424 ¢ — SabrePC · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, GIGABYTE AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$22.44 (derived) DERIVED1× AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $6,155 / 274.24 GB = $22.44 /GB price_floor 6154.92 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 274.24 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$9.62 (derived) DERIVED1× AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $6,155 / 640 GB/s = $9.62 per GB/s price_floor 6154.92 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: GIGABYTE AI TOP Radeon AI PRO R9700 32GB (GV-R9700AI TOP-32GD) + AMD EPYC 9015 has 274.24 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
55	1× GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$6,143 (derived) DERIVED1× GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $1,813 + $75 + $192 + $704 = $6,143 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new GIGABYTE GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) 181261 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, GIGABYTE GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$23.74 (derived) DERIVED1× GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $6,143 / 258.72 GB = $23.74 /GB price_floor 6143.29 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 258.72 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$6.40 (derived) DERIVED1× GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $6,143 / 960 GB/s = $6.4 per GB/s price_floor 6143.29 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 960 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: GIGABYTE GeForce RTX 5080 WINDFORCE OC 16G (GV-N5080WF3OC-16GD) + AMD EPYC 9015 has 258.72 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
56	1× Radeon AI PRO R9700 Creator 32GB (R9700 CT) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	6 BLOCKERS	$6,143 (derived) DERIVED1× Radeon AI PRO R9700 Creator 32GB (R9700 CT) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $1,813 + $75 + $192 + $704 = $6,143 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new ASRock Radeon AI PRO R9700 Creator 32GB (R9700 CT) 181261 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, ASRock Radeon AI PRO R9700 Creator 32GB (R9700 CT): idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$22.40 (derived) DERIVED1× Radeon AI PRO R9700 Creator 32GB (R9700 CT) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $6,143 / 274.24 GB = $22.4 /GB price_floor 6143.29 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 274.24 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$9.60 (derived) DERIVED1× Radeon AI PRO R9700 Creator 32GB (R9700 CT) · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $6,143 / 640 GB/s = $9.6 per GB/s price_floor 6143.29 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 640 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: ASRock Radeon AI PRO R9700 Creator 32GB (R9700 CT) + AMD EPYC 9015 has 274.24 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 30 d — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
57	1× GeForce RTX 5080 16G SHADOW 3X OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 7 parts · break down its parts	5 BLOCKERS	$6,133 (derived) DERIVED1× GeForce RTX 5080 16G SHADOW 3X OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $1,802 + $75 + $192 + $704 = $6,133 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new MSI GeForce RTX 5080 16G SHADOW 3X OC 180195 ¢ — Newegg · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, MSI GeForce RTX 5080 16G SHADOW 3X OC: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$23.70 (derived) DERIVED1× GeForce RTX 5080 16G SHADOW 3X OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $6,133 / 258.72 GB = $23.7 /GB price_floor 6132.63 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 258.72 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$6.39 (derived) DERIVED1× GeForce RTX 5080 16G SHADOW 3X OC · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $6,133 / 960 GB/s = $6.39 per GB/s price_floor 6132.63 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 960 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 7 of 7 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: MSI GeForce RTX 5080 16G SHADOW 3X OC + AMD EPYC 9015 has 258.72 GB usable — it will not load, so there is no decode speed.
Priced from7 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
58	Apple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 96GBsealed appliance · 1 part · break down its parts	5 BLOCKERS	$5,863 (derived) DERIVEDApple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 96GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $5,863 = $5,863 Apple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 96GB 586331 ¢ — Apple · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Idle draw is not published for 1 of 1 part in this rig, and the duty cycle in Settings spends most of the day idle — counting an unknown idle draw as zero would understate the bill. (missing: Apple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 96GB: idle_watts)	$81.43 (derived) DERIVEDApple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 96GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $5,863 / 72 GB = $81.43 /GB price_floor 5863.31 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 72 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$4.89 (derived) DERIVEDApple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 96GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $5,863 / 1,200 GB/s = $4.89 per GB/s price_floor 5863.31 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 1200 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Apple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 96GB has 72 GB usable — it will not load, so there is no decode speed.
Priced fromApplecondition newaccess tier 3, route apple_store32 h
59	Apple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 128GBsealed appliance · 1 part · break down its parts	5 BLOCKERS	$5,757 (derived) DERIVEDApple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 128GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $5,757 = $5,757 Apple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 128GB 575668 ¢ — Apple · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$7,222 (estimate) ESTIMATEApple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 128GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $5,756.68 + $1,465.14 = $7,221.82 purchase_cents 575668 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 146514 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$59.97 (derived) DERIVEDApple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 128GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $5,757 / 96 GB = $59.97 /GB price_floor 5756.68 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 96 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$9.38 (derived) DERIVEDApple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 128GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $5,757 / 614 GB/s = $9.38 per GB/s price_floor 5756.68 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 614 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Apple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 128GB has 96 GB usable — it will not load, so there is no decode speed.
Priced fromApplecondition newaccess tier 3, route apple_store32 h
60	MSI EdgeXpert (NVIDIA GB10), 128GBsealed appliance · 1 part · break down its parts	5 BLOCKERS	$5,378 (derived) DERIVEDMSI EdgeXpert (NVIDIA GB10), 128GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $5,378 = $5,378 MSI EdgeXpert (NVIDIA GB10), 128GB 537789 ¢ — SabrePC · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$6,346 (estimate) ESTIMATEMSI EdgeXpert (NVIDIA GB10), 128GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $5,377.89 + $967.93 = $6,345.82 purchase_cents 537789 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 96793 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$46.68 (derived) DERIVEDMSI EdgeXpert (NVIDIA GB10), 128GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $5,378 / 115.2 GB = $46.68 /GB price_floor 5377.89 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 115.2 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$19.70 (derived) DERIVEDMSI EdgeXpert (NVIDIA GB10), 128GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $5,378 / 273 GB/s = $19.7 per GB/s price_floor 5377.89 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 273 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but MSI EdgeXpert (NVIDIA GB10), 128GB has 115.2 GB usable — it will not load, so there is no decode speed.
Priced fromSabrePCcondition newaccess tier 2, route sabrepc_ngstatestale 46 h — past the 36 hour freshness window
61	Lenovo ThinkStation PGX (NVIDIA GB10), 128GBsealed appliance · 1 part · break down its parts	5 BLOCKERS	$5,118 (derived) DERIVEDLenovo ThinkStation PGX (NVIDIA GB10), 128GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $5,118 = $5,118 Lenovo ThinkStation PGX (NVIDIA GB10), 128GB 511799 ¢ — Central Computers · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$6,086 (estimate) ESTIMATELenovo ThinkStation PGX (NVIDIA GB10), 128GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $5,117.99 + $967.93 = $6,085.92 purchase_cents 511799 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 96793 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$44.43 (derived) DERIVEDLenovo ThinkStation PGX (NVIDIA GB10), 128GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $5,118 / 115.2 GB = $44.43 /GB price_floor 5117.99 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 115.2 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$18.75 (derived) DERIVEDLenovo ThinkStation PGX (NVIDIA GB10), 128GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $5,118 / 273 GB/s = $18.75 per GB/s price_floor 5117.99 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 273 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Lenovo ThinkStation PGX (NVIDIA GB10), 128GB has 115.2 GB usable — it will not load, so there is no decode speed.
Priced fromCentral Computerscondition newaccess tier 1, route jsonld_productstale 46 h — past the 36 hour freshness window
62	CPU · EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMMDIY workstation · 6 parts · break down its parts	6 BLOCKERS	$5,037 (derived) DERIVEDCPU · EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $2,534 + $75 + $192 + $704 = $5,037 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM 253400 ¢ — SabrePC · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 6 of 6 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$10.36 (derived) DERIVEDCPU · EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $5,037 / 486.4 GB = $10.36 /GB price_floor 5036.92 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 486.4 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 6 of 6 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$16.40 (derived) DERIVEDCPU · EPYC 9015 · 8× M321R8GA0BB0-CQK 64GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $5,037 / 307.2 GB/s = $16.4 per GB/s price_floor 5036.92 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 307.2 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 6 of 6 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: AMD EPYC 9015 (CPU only) has 486.4 GB usable — it will not load, so there is no decode speed.
Priced from6 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
63	CPU · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMMDIY workstation · 6 parts · break down its parts	6 BLOCKERS	$4,331 (derived) DERIVEDCPU · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $638 + $895 + $1,828 + $75 + $192 + $704 = $4,331 AMD EPYC 9015 63809 ¢ — SabrePC · new ASRock Rack GENOAD8QM3-2T/BCM 89458 ¢ — Newegg · new Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM 182776 ¢ — SabrePC · new ARCTIC Freezer 4U-SP5 7463 ¢ — ARCTIC · new Phanteks Enthoo Pro 2 Server Edition 19191 ¢ — Newegg · new Seasonic PRIME PX-2200 70371 ¢ — Newegg · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 6 of 6 priced offers in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for ASRock Rack GENOAD8QM3-2T/BCM, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM, ARCTIC Freezer 4U-SP5, Phanteks Enthoo Pro 2 Server Edition. (missing: ASRock Rack GENOAD8QM3-2T/BCM: load_watts or tdp_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: load_watts or tdp_watts, ARCTIC Freezer 4U-SP5: load_watts or tdp_watts, Phanteks Enthoo Pro 2 Server Edition: load_watts or tdp_watts, AMD EPYC 9015: idle_watts, ASRock Rack GENOAD8QM3-2T/BCM: idle_watts, Samsung M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: idle_watts, ARCTIC Freezer 4U-SP5: idle_watts, Phanteks Enthoo Pro 2 Server Edition: idle_watts, Seasonic PRIME PX-2200: idle_watts)	$17.81 (derived) DERIVEDCPU · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $4,331 / 243.2 GB = $17.81 /GB price_floor 4330.68 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 243.2 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 6 of 6 priced offers in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$14.10 (derived) DERIVEDCPU · EPYC 9015 · 8× M321R4GA3BB6-CQK 32GB DDR5-4800 RDIMM: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $4,331 / 307.2 GB/s = $14.1 per GB/s price_floor 4330.68 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 307.2 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 6 of 6 priced offers in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but DIY: AMD EPYC 9015 (CPU only) has 243.2 GB usable — it will not load, so there is no decode speed.
Priced from6 offers across 3 retailersoldeststale 46 h — past the 36 hour freshness windowopen the rig below for each part’s retailer, condition and route
64	Minisforum MS-S1 MAX (Ryzen AI Max+ 395), 128GBsealed appliance · 1 part · break down its parts	6 BLOCKERS	$4,136 (derived) DERIVEDMinisforum MS-S1 MAX (Ryzen AI Max+ 395), 128GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $4,136 = $4,136 Minisforum MS-S1 MAX (Ryzen AI Max+ 395), 128GB 413598 ¢ — Minisforum · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for Minisforum MS-S1 MAX (Ryzen AI Max+ 395), 128GB. (missing: Minisforum MS-S1 MAX (Ryzen AI Max+ 395), 128GB: load_watts or tdp_watts, Minisforum MS-S1 MAX (Ryzen AI Max+ 395), 128GB: idle_watts)	$35.90 (derived) DERIVEDMinisforum MS-S1 MAX (Ryzen AI Max+ 395), 128GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $4,136 / 115.2 GB = $35.9 /GB price_floor 4135.98 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 115.2 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$16.16 (derived) DERIVEDMinisforum MS-S1 MAX (Ryzen AI Max+ 395), 128GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $4,136 / 256 GB/s = $16.16 per GB/s price_floor 4135.98 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 256 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Minisforum MS-S1 MAX (Ryzen AI Max+ 395), 128GB has 115.2 GB usable — it will not load, so there is no decode speed.
Priced fromMinisforumcondition newaccess tier 3, route shopify_store32 h
65	GMKtec EVO-X3 (Ryzen AI Max+ 395), 128GBsealed appliance · 1 part · break down its parts	6 BLOCKERS	$4,052 (derived) DERIVEDGMKtec EVO-X3 (Ryzen AI Max+ 395), 128GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $4,052 = $4,052 GMKtec EVO-X3 (Ryzen AI Max+ 395), 128GB 405174 ¢ — GMKtec · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for GMKtec EVO-X3 (Ryzen AI Max+ 395), 128GB. (missing: GMKtec EVO-X3 (Ryzen AI Max+ 395), 128GB: load_watts or tdp_watts, GMKtec EVO-X3 (Ryzen AI Max+ 395), 128GB: idle_watts)	$35.17 (derived) DERIVEDGMKtec EVO-X3 (Ryzen AI Max+ 395), 128GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $4,052 / 115.2 GB = $35.17 /GB price_floor 4051.74 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 115.2 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$15.83 (derived) DERIVEDGMKtec EVO-X3 (Ryzen AI Max+ 395), 128GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $4,052 / 256 GB/s = $15.83 per GB/s price_floor 4051.74 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 256 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but GMKtec EVO-X3 (Ryzen AI Max+ 395), 128GB has 115.2 GB usable — it will not load, so there is no decode speed.
Priced fromGMKteccondition newaccess tier 3, route shopify_store32 h
66	Apple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 64GBsealed appliance · 1 part · break down its parts	5 BLOCKERS	$4,051 (derived) DERIVEDApple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 64GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $4,051 = $4,051 Apple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 64GB 405068 ¢ — Apple · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$5,516 (estimate) ESTIMATEApple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 64GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $4,050.68 + $1,465.14 = $5,515.82 purchase_cents 405068 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 146514 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$84.39 (derived) DERIVEDApple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 64GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $4,051 / 48 GB = $84.39 /GB price_floor 4050.68 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 48 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$6.60 (derived) DERIVEDApple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 64GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $4,051 / 614 GB/s = $6.6 per GB/s price_floor 4050.68 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 614 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Apple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 64GB has 48 GB usable — it will not load, so there is no decode speed.
Priced fromApplecondition newaccess tier 3, route apple_store32 h
67	Minisforum N5 MAX AI NAS (Ryzen AI Max+ 395), 128GBsealed appliance · 1 part · break down its parts	6 BLOCKERS	$3,837 (derived) DERIVEDMinisforum N5 MAX AI NAS (Ryzen AI Max+ 395), 128GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $3,837 = $3,837 Minisforum N5 MAX AI NAS (Ryzen AI Max+ 395), 128GB 383743 ¢ — Minisforum · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$4,482 (estimate) ESTIMATEMinisforum N5 MAX AI NAS (Ryzen AI Max+ 395), 128GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $3,837.43 + $644.31 = $4,481.74 purchase_cents 383743 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 64431 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$33.31 (derived) DERIVEDMinisforum N5 MAX AI NAS (Ryzen AI Max+ 395), 128GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $3,837 / 115.2 GB = $33.31 /GB price_floor 3837.43 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 115.2 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$14.99 (derived) DERIVEDMinisforum N5 MAX AI NAS (Ryzen AI Max+ 395), 128GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $3,837 / 256 GB/s = $14.99 per GB/s price_floor 3837.43 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 256 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Minisforum N5 MAX AI NAS (Ryzen AI Max+ 395), 128GB has 115.2 GB usable — it will not load, so there is no decode speed.
Priced fromMinisforumcondition newaccess tier 3, route shopify_store32 h
68	GMKtec EVO-X2 (Ryzen AI Max+ 395), 128GBsealed appliance · 1 part · break down its parts	6 BLOCKERS	$3,732 (derived) DERIVEDGMKtec EVO-X2 (Ryzen AI Max+ 395), 128GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $3,732 = $3,732 GMKtec EVO-X2 (Ryzen AI Max+ 395), 128GB 373186 ¢ — GMKtec · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Idle draw is not published for 1 of 1 part in this rig, and the duty cycle in Settings spends most of the day idle — counting an unknown idle draw as zero would understate the bill. (missing: GMKtec EVO-X2 (Ryzen AI Max+ 395), 128GB: idle_watts)	$32.39 (derived) DERIVEDGMKtec EVO-X2 (Ryzen AI Max+ 395), 128GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $3,732 / 115.2 GB = $32.39 /GB price_floor 3731.86 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 115.2 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$14.58 (derived) DERIVEDGMKtec EVO-X2 (Ryzen AI Max+ 395), 128GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $3,732 / 256 GB/s = $14.58 per GB/s price_floor 3731.86 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 256 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but GMKtec EVO-X2 (Ryzen AI Max+ 395), 128GB has 115.2 GB usable — it will not load, so there is no decode speed.
Priced fromGMKteccondition newaccess tier 3, route shopify_store32 h
69	Framework Framework Desktop DIY Edition (Ryzen AI Max+ 395), 128GBsealed appliance · 1 part · break down its parts	6 BLOCKERS	$3,678 (derived) DERIVEDFramework Framework Desktop DIY Edition (Ryzen AI Max+ 395), 128GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $3,678 = $3,678 Framework Framework Desktop DIY Edition (Ryzen AI Max+ 395), 128GB 367750 ¢ — Framework · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Idle draw is not published for 1 of 1 part in this rig, and the duty cycle in Settings spends most of the day idle — counting an unknown idle draw as zero would understate the bill. (missing: Framework Framework Desktop DIY Edition (Ryzen AI Max+ 395), 128GB: idle_watts)	$31.92 (derived) DERIVEDFramework Framework Desktop DIY Edition (Ryzen AI Max+ 395), 128GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $3,678 / 115.2 GB = $31.92 /GB price_floor 3677.5 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 115.2 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$14.37 (derived) DERIVEDFramework Framework Desktop DIY Edition (Ryzen AI Max+ 395), 128GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $3,678 / 256 GB/s = $14.37 per GB/s price_floor 3677.5 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 256 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Framework Framework Desktop DIY Edition (Ryzen AI Max+ 395), 128GB has 115.2 GB usable — it will not load, so there is no decode speed.
Priced fromFrameworkcondition newaccess tier 2, route framework_htmlstale 46 h — past the 36 hour freshness window
70	Apple Mac mini (2026), M5 Pro 18-core CPU / 20-core GPU, 64GBsealed appliance · 1 part · break down its parts	5 BLOCKERS	$3,411 (derived) DERIVEDApple Mac mini (2026), M5 Pro 18-core CPU / 20-core GPU, 64GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $3,411 = $3,411 Apple Mac mini (2026), M5 Pro 18-core CPU / 20-core GPU, 64GB 341093 ¢ — Apple · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$3,911 (estimate) ESTIMATEApple Mac mini (2026), M5 Pro 18-core CPU / 20-core GPU, 64GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $3,410.93 + $500.15 = $3,911.08 purchase_cents 341093 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 50015 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$71.06 (derived) DERIVEDApple Mac mini (2026), M5 Pro 18-core CPU / 20-core GPU, 64GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $3,411 / 48 GB = $71.06 /GB price_floor 3410.93 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 48 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$11.11 (derived) DERIVEDApple Mac mini (2026), M5 Pro 18-core CPU / 20-core GPU, 64GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $3,411 / 307 GB/s = $11.11 per GB/s price_floor 3410.93 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 307 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Apple Mac mini (2026), M5 Pro 18-core CPU / 20-core GPU, 64GB has 48 GB usable — it will not load, so there is no decode speed.
Priced fromApplecondition newaccess tier 3, route apple_store32 h
71	Apple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 48GBsealed appliance · 1 part · break down its parts	5 BLOCKERS	$3,304 (derived) DERIVEDApple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 48GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $3,304 = $3,304 Apple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 48GB 330431 ¢ — Apple · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$4,769 (estimate) ESTIMATEApple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 48GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $3,304.31 + $1,465.14 = $4,769.45 purchase_cents 330431 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 146514 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$91.79 (derived) DERIVEDApple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 48GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $3,304 / 36 GB = $91.79 /GB price_floor 3304.31 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 36 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$5.38 (derived) DERIVEDApple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 48GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $3,304 / 614 GB/s = $5.38 per GB/s price_floor 3304.31 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 614 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Apple Mac Studio (2026), M5 Max 18-core CPU / 40-core GPU, 48GB has 36 GB usable — it will not load, so there is no decode speed.
Priced fromApplecondition newaccess tier 3, route apple_store32 h
72	Apple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 64GBsealed appliance · 1 part · break down its parts	5 BLOCKERS	$2,878 (derived) DERIVEDApple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 64GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $2,878 = $2,878 Apple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 64GB 287781 ¢ — Apple · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Idle draw is not published for 1 of 1 part in this rig, and the duty cycle in Settings spends most of the day idle — counting an unknown idle draw as zero would understate the bill. (missing: Apple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 64GB: idle_watts)	$59.95 (derived) DERIVEDApple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 64GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $2,878 / 48 GB = $59.95 /GB price_floor 2877.81 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 48 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$9.37 (derived) DERIVEDApple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 64GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $2,878 / 307 GB/s = $9.37 per GB/s price_floor 2877.81 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 307 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Apple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 64GB has 48 GB usable — it will not load, so there is no decode speed.
Priced fromApplecondition newaccess tier 3, route apple_store32 h
73	Minisforum MS-S1 MAX (Ryzen AI Max+ 395), 64GBsealed appliance · 1 part · break down its parts	6 BLOCKERS	$2,771 (derived) DERIVEDMinisforum MS-S1 MAX (Ryzen AI Max+ 395), 64GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $2,771 = $2,771 Minisforum MS-S1 MAX (Ryzen AI Max+ 395), 64GB 277118 ¢ — Minisforum · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Load draw at the wall is unavailable: Electrical feasibility cannot be computed exactly: no load or TDP watts for Minisforum MS-S1 MAX (Ryzen AI Max+ 395), 64GB. (missing: Minisforum MS-S1 MAX (Ryzen AI Max+ 395), 64GB: load_watts or tdp_watts, Minisforum MS-S1 MAX (Ryzen AI Max+ 395), 64GB: idle_watts)	$48.11 (derived) DERIVEDMinisforum MS-S1 MAX (Ryzen AI Max+ 395), 64GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $2,771 / 57.6 GB = $48.11 /GB price_floor 2771.18 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 57.6 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$10.82 (derived) DERIVEDMinisforum MS-S1 MAX (Ryzen AI Max+ 395), 64GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $2,771 / 256 GB/s = $10.82 per GB/s price_floor 2771.18 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 256 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Minisforum MS-S1 MAX (Ryzen AI Max+ 395), 64GB has 57.6 GB usable — it will not load, so there is no decode speed.
Priced fromMinisforumcondition newaccess tier 3, route shopify_store32 h
74	Apple Mac Studio (2026), M5 Max 18-core CPU / 32-core GPU, 36GBsealed appliance · 1 part · break down its parts	6 BLOCKERS	$2,665 (derived) DERIVEDApple Mac Studio (2026), M5 Max 18-core CPU / 32-core GPU, 36GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $2,665 = $2,665 Apple Mac Studio (2026), M5 Max 18-core CPU / 32-core GPU, 36GB 266456 ¢ — Apple · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$3,306 (estimate) ESTIMATEApple Mac Studio (2026), M5 Max 18-core CPU / 32-core GPU, 36GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $2,664.56 + $641.37 = $3,305.93 purchase_cents 266456 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 64137 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$98.69 (derived) DERIVEDApple Mac Studio (2026), M5 Max 18-core CPU / 32-core GPU, 36GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $2,665 / 27 GB = $98.69 /GB price_floor 2664.56 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 27 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$5.79 (derived) DERIVEDApple Mac Studio (2026), M5 Max 18-core CPU / 32-core GPU, 36GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $2,665 / 460 GB/s = $5.79 per GB/s price_floor 2664.56 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 460 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Apple Mac Studio (2026), M5 Max 18-core CPU / 32-core GPU, 36GB has 27 GB usable — it will not load, so there is no decode speed.
Priced fromApplecondition newaccess tier 3, route apple_store32 h
75	Minisforum N5 MAX AI NAS (Ryzen AI Max+ 395), 64GBsealed appliance · 1 part · break down its parts	6 BLOCKERS	$2,558 (derived) DERIVEDMinisforum N5 MAX AI NAS (Ryzen AI Max+ 395), 64GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $2,558 = $2,558 Minisforum N5 MAX AI NAS (Ryzen AI Max+ 395), 64GB 255793 ¢ — Minisforum · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$3,202 (estimate) ESTIMATEMinisforum N5 MAX AI NAS (Ryzen AI Max+ 395), 64GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $2,557.93 + $644.31 = $3,202.24 purchase_cents 255793 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 64431 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$44.41 (derived) DERIVEDMinisforum N5 MAX AI NAS (Ryzen AI Max+ 395), 64GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $2,558 / 57.6 GB = $44.41 /GB price_floor 2557.93 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 57.6 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$9.99 (derived) DERIVEDMinisforum N5 MAX AI NAS (Ryzen AI Max+ 395), 64GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $2,558 / 256 GB/s = $9.99 per GB/s price_floor 2557.93 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 256 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Minisforum N5 MAX AI NAS (Ryzen AI Max+ 395), 64GB has 57.6 GB usable — it will not load, so there is no decode speed.
Priced fromMinisforumcondition newaccess tier 3, route shopify_store32 h
76	GMKtec EVO-X2 (Ryzen AI Max+ 395), 64GBsealed appliance · 1 part · break down its parts	6 BLOCKERS	$2,346 (derived) DERIVEDGMKtec EVO-X2 (Ryzen AI Max+ 395), 64GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $2,346 = $2,346 GMKtec EVO-X2 (Ryzen AI Max+ 395), 64GB 234574 ¢ — GMKtec · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Idle draw is not published for 1 of 1 part in this rig, and the duty cycle in Settings spends most of the day idle — counting an unknown idle draw as zero would understate the bill. (missing: GMKtec EVO-X2 (Ryzen AI Max+ 395), 64GB: idle_watts)	$40.72 (derived) DERIVEDGMKtec EVO-X2 (Ryzen AI Max+ 395), 64GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $2,346 / 57.6 GB = $40.72 /GB price_floor 2345.74 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 57.6 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$9.16 (derived) DERIVEDGMKtec EVO-X2 (Ryzen AI Max+ 395), 64GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $2,346 / 256 GB/s = $9.16 per GB/s price_floor 2345.74 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 256 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but GMKtec EVO-X2 (Ryzen AI Max+ 395), 64GB has 57.6 GB usable — it will not load, so there is no decode speed.
Priced fromGMKteccondition newaccess tier 3, route shopify_store32 h
77	Framework Framework Desktop DIY Edition (Ryzen AI Max+ 395), 64GBsealed appliance · 1 part · break down its parts	6 BLOCKERS	$2,089 (derived) DERIVEDFramework Framework Desktop DIY Edition (Ryzen AI Max+ 395), 64GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $2,089 = $2,089 Framework Framework Desktop DIY Edition (Ryzen AI Max+ 395), 64GB 208878 ¢ — Framework · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Idle draw is not published for 1 of 1 part in this rig, and the duty cycle in Settings spends most of the day idle — counting an unknown idle draw as zero would understate the bill. (missing: Framework Framework Desktop DIY Edition (Ryzen AI Max+ 395), 64GB: idle_watts)	$36.26 (derived) DERIVEDFramework Framework Desktop DIY Edition (Ryzen AI Max+ 395), 64GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $2,089 / 57.6 GB = $36.26 /GB price_floor 2088.78 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 57.6 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$8.16 (derived) DERIVEDFramework Framework Desktop DIY Edition (Ryzen AI Max+ 395), 64GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $2,089 / 256 GB/s = $8.16 per GB/s price_floor 2088.78 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 256 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Framework Framework Desktop DIY Edition (Ryzen AI Max+ 395), 64GB has 57.6 GB usable — it will not load, so there is no decode speed.
Priced fromFrameworkcondition newaccess tier 2, route framework_htmlstale 46 h — past the 36 hour freshness window
78	Apple Mac mini (2026), M6, 32GBsealed appliance · 1 part · break down its parts	6 BLOCKERS	$1,918 (derived) DERIVEDApple Mac mini (2026), M6, 32GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $1,918 = $1,918 Apple Mac mini (2026), M6, 32GB 191818 ¢ — Apple · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$2,410 (estimate) ESTIMATEApple Mac mini (2026), M6, 32GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $1,918.18 + $491.32 = $2,409.50 purchase_cents 191818 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 49132 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$79.92 (derived) DERIVEDApple Mac mini (2026), M6, 32GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $1,918 / 24 GB = $79.92 /GB price_floor 1918.18 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 24 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$11.28 (derived) DERIVEDApple Mac mini (2026), M6, 32GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $1,918 / 170 GB/s = $11.28 per GB/s price_floor 1918.18 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 170 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Apple Mac mini (2026), M6, 32GB has 24 GB usable — it will not load, so there is no decode speed.
Priced fromApplecondition newaccess tier 3, route apple_store32 h
79	Apple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 24GBsealed appliance · 1 part · break down its parts	6 BLOCKERS	$1,812 (derived) DERIVEDApple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 24GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $1,812 = $1,812 Apple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 24GB 181156 ¢ — Apple · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Idle draw is not published for 1 of 1 part in this rig, and the duty cycle in Settings spends most of the day idle — counting an unknown idle draw as zero would understate the bill. (missing: Apple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 24GB: idle_watts)	$100.64 (derived) DERIVEDApple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 24GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $1,812 / 18 GB = $100.64 /GB price_floor 1811.56 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 18 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$5.90 (derived) DERIVEDApple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 24GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $1,812 / 307 GB/s = $5.9 per GB/s price_floor 1811.56 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 307 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Apple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 24GB has 18 GB usable — it will not load, so there is no decode speed.
Priced fromApplecondition newaccess tier 3, route apple_store32 h
80	Framework Framework Desktop DIY Edition (Ryzen AI Max 385), 32GBsealed appliance · 1 part · break down its parts	6 BLOCKERS	$1,353 (derived) DERIVEDFramework Framework Desktop DIY Edition (Ryzen AI Max 385), 32GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $1,353 = $1,353 Framework Framework Desktop DIY Edition (Ryzen AI Max 385), 32GB 135307 ¢ — Framework · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	Unavailable — Purchase + 5-year power needs the power term. Idle draw is not published for 1 of 1 part in this rig, and the duty cycle in Settings spends most of the day idle — counting an unknown idle draw as zero would understate the bill. (missing: Framework Framework Desktop DIY Edition (Ryzen AI Max 385), 32GB: idle_watts)	$46.98 (derived) DERIVEDFramework Framework Desktop DIY Edition (Ryzen AI Max 385), 32GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $1,353 / 28.8 GB = $46.98 /GB price_floor 1353.07 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 28.8 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$5.29 (derived) DERIVEDFramework Framework Desktop DIY Edition (Ryzen AI Max 385), 32GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $1,353 / 256 GB/s = $5.29 per GB/s price_floor 1353.07 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 256 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Framework Framework Desktop DIY Edition (Ryzen AI Max 385), 32GB has 28.8 GB usable — it will not load, so there is no decode speed.
Priced fromFrameworkcondition newaccess tier 2, route framework_htmlstale 46 h — past the 36 hour freshness window
81	Apple Mac mini (2026), M6, 16GBsealed appliance · 1 part · break down its parts	6 BLOCKERS	$959 (derived) DERIVEDApple Mac mini (2026), M6, 16GB: price floorArithmetic on observed inputs only. No tunable assumption enters it. rig_price_floor = Σ part price_floor × quantity $959 = $959 Apple Mac mini (2026), M6, 16GB 95856 ¢ — Apple · new LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. at least	$1,191 (estimate) ESTIMATEApple Mac mini (2026), M6, 16GB: purchase plus five years of powerArithmetic that also depends on a tunable assumption, listed below. purchase_plus_5yr_power = purchase + five_year_power purchase_plus_5yr_power = $958.56 + $232.42 = $1,190.98 purchase_cents 95856 ¢ — rig_price_floor = Σ part price_floor × quantity five_year_power_cents 23242 ¢ — five_year_power = annual_kwh × ¢_per_kwh × 5 LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Watts are at the wall (PSU conversion losses included by the caller). Load and idle draws are averages over their hours, not peaks. Duty cycle (Settings → Power): 6 h/day at load, 18 h/day idle. 365 days per year (leap days ignored, −0.07%). Flat rate for the whole period: no escalation, no time-of-use or tiered pricing, no demand charges. Rounded to the nearest cent, half-up, once from the unrounded annual cost.	$79.88 (derived) DERIVEDApple Mac mini (2026), M6, 16GB: cost per GBArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gb = price_floor / usable_memory_gb = $959 / 12 GB = $79.88 /GB price_floor 958.56 USD — rig_price_floor = Σ part price_floor × quantity usable_memory_gb 12 GB — usable memory after the OS and framework reservation (Settings → Estimator) LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings). Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.	$6.27 (derived) DERIVEDApple Mac mini (2026), M6, 16GB: cost per GB/sArithmetic on observed inputs only. No tunable assumption enters it. cost_per_gbs = price_floor / memory_bandwidth_gbs = $959 / 153 GB/s = $6.27 per GB/s price_floor 958.56 USD — rig_price_floor = Σ part price_floor × quantity memory_bandwidth_gbs 153 GB/s — the published bandwidth of the rig's fastest memory pool LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge. Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure. Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.	Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Apple Mac mini (2026), M6, 16GB has 12 GB usable — it will not load, so there is no decode speed.
Priced fromApplecondition newaccess tier 3, route apple_store32 h

Total cost, most expensive first — SPEC §15.11 target 1 ranks complete rigs by total landed cost descending. Cost basis: Price + NJ sales tax, with shipping EXCLUDED because no listing states one. Shipping is never negative, so this is a strict lower bound on landed cost, not an estimate of it. A rig’s cost is the sum of its parts’ cheapest usable offers; the row beneath each rig names the offer or offers the figure came from, with the condition, the access tier and route that produced it, and how old the observation is. Past the 36 h freshness window set in Settings the age reads “stale” in caution ink. Where the columns need more room than the panel has — below about 1,180 px — the table scrolls sideways inside its own labelled, keyboard-reachable region rather than dropping a column or truncating a rig’s name.

Listed, not ranked

8 of 89 rigs have no total cost

Rigs that could not be ranked on total cost, each with the reason
Rig	Why total cost could not be computed	Cost	Usable GB
AMD Ryzen AI Halo Developer Platform (Ryzen AI Max+ 395), 128GBsealed appliance · 1 part · break down its parts	Unavailable — A rig total needs a price floor for every part, and 1 of 1 has no usable offer. (missing: AMD Ryzen AI Halo Developer Platform (Ryzen AI Max+ 395), 128GB)	Unavailable — A rig total needs a price floor for every part, and 1 of 1 has no usable offer. (missing: AMD Ryzen AI Halo Developer Platform (Ryzen AI Max+ 395), 128GB)	115 (derived) DERIVEDAMD Ryzen AI Halo Developer Platform (Ryzen AI Max+ 395), 128GB: usable memoryArithmetic on observed inputs only. No tunable assumption enters it. available_gb = Σ usable_gb over memory pools unified LPDDR5x 115.2 = 115.2 GB unified LPDDR5x.usable_gb 115.2 GB — 128 GB physical Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings).
Priced fromUnavailable — No monitored, non-quarantined offer on record prices any part of this rig, so there is nothing to attribute a cost to. 1 part unpriced. (missing: AMD Ryzen AI Halo Developer Platform (Ryzen AI Max+ 395), 128GB)
Apple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 48GBsealed appliance · 1 part · break down its parts	Unavailable — A rig total needs a price floor for every part, and 1 of 1 has no usable offer. (missing: Apple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 48GB)	Unavailable — A rig total needs a price floor for every part, and 1 of 1 has no usable offer. (missing: Apple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 48GB)	36.0 (derived) DERIVEDApple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 48GB: usable memoryArithmetic on observed inputs only. No tunable assumption enters it. available_gb = Σ usable_gb over memory pools unified memory 36 = 36 GB unified memory.usable_gb 36 GB — 48 GB physical Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings).
Priced fromUnavailable — No monitored, non-quarantined offer on record prices any part of this rig, so there is nothing to attribute a cost to. 1 part unpriced. (missing: Apple Mac mini (2026), M5 Pro 15-core CPU / 16-core GPU, 48GB)
Apple Mac mini (2026), M6, 24GBsealed appliance · 1 part · break down its parts	Unavailable — A rig total needs a price floor for every part, and 1 of 1 has no usable offer. (missing: Apple Mac mini (2026), M6, 24GB)	Unavailable — A rig total needs a price floor for every part, and 1 of 1 has no usable offer. (missing: Apple Mac mini (2026), M6, 24GB)	18.0 (derived) DERIVEDApple Mac mini (2026), M6, 24GB: usable memoryArithmetic on observed inputs only. No tunable assumption enters it. available_gb = Σ usable_gb over memory pools unified memory 18 = 18 GB unified memory.usable_gb 18 GB — 24 GB physical Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings).
Priced fromUnavailable — No monitored, non-quarantined offer on record prices any part of this rig, so there is nothing to attribute a cost to. 1 part unpriced. (missing: Apple Mac mini (2026), M6, 24GB)
Apple Mac Studio (2025), M3 Ultra 28-core CPU / 60-core GPU, 96GBsealed appliance · 1 part · break down its parts	Unavailable — A rig total needs a price floor for every part, and 1 of 1 has no usable offer. (missing: Apple Mac Studio (2025), M3 Ultra 28-core CPU / 60-core GPU, 96GB)	Unavailable — A rig total needs a price floor for every part, and 1 of 1 has no usable offer. (missing: Apple Mac Studio (2025), M3 Ultra 28-core CPU / 60-core GPU, 96GB)	72.0 (derived) DERIVEDApple Mac Studio (2025), M3 Ultra 28-core CPU / 60-core GPU, 96GB: usable memoryArithmetic on observed inputs only. No tunable assumption enters it. available_gb = Σ usable_gb over memory pools unified memory 72 = 72 GB unified memory.usable_gb 72 GB — 96 GB physical Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings).
Priced fromUnavailable — No monitored, non-quarantined offer on record prices any part of this rig, so there is nothing to attribute a cost to. 1 part unpriced. (missing: Apple Mac Studio (2025), M3 Ultra 28-core CPU / 60-core GPU, 96GB)
Apple Mac Studio (2025), M3 Ultra 32-core CPU / 80-core GPU, 96GBsealed appliance · 1 part · break down its parts	Unavailable — A rig total needs a price floor for every part, and 1 of 1 has no usable offer. (missing: Apple Mac Studio (2025), M3 Ultra 32-core CPU / 80-core GPU, 96GB)	Unavailable — A rig total needs a price floor for every part, and 1 of 1 has no usable offer. (missing: Apple Mac Studio (2025), M3 Ultra 32-core CPU / 80-core GPU, 96GB)	72.0 (derived) DERIVEDApple Mac Studio (2025), M3 Ultra 32-core CPU / 80-core GPU, 96GB: usable memoryArithmetic on observed inputs only. No tunable assumption enters it. available_gb = Σ usable_gb over memory pools unified memory 72 = 72 GB unified memory.usable_gb 72 GB — 96 GB physical Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings).
Priced fromUnavailable — No monitored, non-quarantined offer on record prices any part of this rig, so there is nothing to attribute a cost to. 1 part unpriced. (missing: Apple Mac Studio (2025), M3 Ultra 32-core CPU / 80-core GPU, 96GB)
Apple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 512GBsealed appliance · 1 part · break down its parts	Unavailable — A rig total needs a price floor for every part, and 1 of 1 has no usable offer. (missing: Apple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 512GB)	Unavailable — A rig total needs a price floor for every part, and 1 of 1 has no usable offer. (missing: Apple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 512GB)	384 (derived) DERIVEDApple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 512GB: usable memoryArithmetic on observed inputs only. No tunable assumption enters it. available_gb = Σ usable_gb over memory pools unified memory 384 = 384 GB unified memory.usable_gb 384 GB — 512 GB physical Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings).
Priced fromUnavailable — No monitored, non-quarantined offer on record prices any part of this rig, so there is nothing to attribute a cost to. 1 part unpriced. (missing: Apple Mac Studio (2026), M5 Ultra 36-core CPU / 80-core GPU, 512GB)
Beelink GTR9 Pro (Ryzen AI Max+ 395), 128GBsealed appliance · 1 part · break down its parts	Unavailable — A rig total needs a price floor for every part, and 1 of 1 has no usable offer. (missing: Beelink GTR9 Pro (Ryzen AI Max+ 395), 128GB)	Unavailable — A rig total needs a price floor for every part, and 1 of 1 has no usable offer. (missing: Beelink GTR9 Pro (Ryzen AI Max+ 395), 128GB)	115 (derived) DERIVEDBeelink GTR9 Pro (Ryzen AI Max+ 395), 128GB: usable memoryArithmetic on observed inputs only. No tunable assumption enters it. available_gb = Σ usable_gb over memory pools unified LPDDR5x 115.2 = 115.2 GB unified LPDDR5x.usable_gb 115.2 GB — 128 GB physical Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings).
Priced fromUnavailable — No monitored, non-quarantined offer on record prices any part of this rig, so there is nothing to attribute a cost to. 1 part unpriced. (missing: Beelink GTR9 Pro (Ryzen AI Max+ 395), 128GB)
Minisforum MS-S1 MAX-P495 (Ryzen AI Max+ PRO 495), 192GBsealed appliance · 1 part · break down its parts	Unavailable — A rig total needs a price floor for every part, and 1 of 1 has no usable offer. (missing: Minisforum MS-S1 MAX-P495 (Ryzen AI Max+ PRO 495), 192GB)	Unavailable — A rig total needs a price floor for every part, and 1 of 1 has no usable offer. (missing: Minisforum MS-S1 MAX-P495 (Ryzen AI Max+ PRO 495), 192GB)	173 (derived) DERIVEDMinisforum MS-S1 MAX-P495 (Ryzen AI Max+ PRO 495), 192GB: usable memoryArithmetic on observed inputs only. No tunable assumption enters it. available_gb = Σ usable_gb over memory pools unified LPDDR5x 172.8 = 172.8 GB unified LPDDR5x.usable_gb 172.8 GB — 192 GB physical Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings).
Priced fromUnavailable — No monitored, non-quarantined offer on record prices any part of this rig, so there is nothing to attribute a cost to. 1 part unpriced. (missing: Minisforum MS-S1 MAX-P495 (Ryzen AI Max+ PRO 495), 192GB)

These rigs are listed, not ranked. Sorting a rig whose total cost could not be computed to the end of the table would read as “worst value for money”, and the truth is “not measured”. Each row states which input is missing.

Inside Apple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB

1 part · the rig you opened · back to rank 1

Price floor

$10,128

DERIVEDApple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB: price floorArithmetic on observed inputs only. No tunable assumption enters it.

rig_price_floor = Σ part price_floor × quantity

$10,128 = $10,128

Apple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB: 1012831 ¢ — Apple · new

LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less.
Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge.

+ 5 yr power

Unavailable — Purchase + 5-year power needs the power term. Idle draw is not published for 1 of 1 part in this rig, and the duty cycle in Settings spends most of the day idle — counting an unknown idle draw as zero would understate the bill. (missing: Apple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB: idle_watts)

Usable memory

192 GB

DERIVEDApple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB: usable memoryArithmetic on observed inputs only. No tunable assumption enters it.

available_gb = Σ usable_gb over memory pools

unified memory 192 = 192 GB

unified memory.usable_gb: 192 GB — 256 GB physical

Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings).

Cost per GB

$52.75

DERIVEDApple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB: cost per usable GBArithmetic on observed inputs only. No tunable assumption enters it.

cost_per_gb = price_floor / usable_memory_gb

= $10,128 / 192 GB = $52.75 /GB

price_floor: 10128.31 USD — rig_price_floor = Σ part price_floor × quantity
usable_memory_gb: 192 GB — usable memory after the OS and framework reservation (Settings → Estimator)

LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less.
Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge.
Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings).
Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB is at least this much.

Cost per tok/s · GLM-5.3

Unavailable — Cost per tok/s needs decode_tok_s: GLM-5.3 has no decode speed on this rig: Model needs 507.62 GB but Apple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB has 192 GB usable — it will not load, so there is no decode speed.

Plan fit

DOES NOT MEET THE PLAN

GLM-5.3: won't load (507.62 GB needed, 192 GB usable).
Largest model needs 507.62 GB; 192 GB usable.
DeepSeek-V4-Pro-0813: No quantization chosen or sized.
Qwen3-ASR 1.7B: No quantization chosen or sized.
and 1 more, listed in full on the Builds screen’s report for this rig.

Memory used

537 GB

ESTIMATEApple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB: memory with every Plan model residentArithmetic that also depends on a tunable assumption, listed below.

Σ required_gb over every model in the stack

GLM-5.3 507.62 + Hunyuan3D 2.1 (shape + PBR paint) 29 = 536.62 GB

GLM-5.3: 507.61664759196 GB
Hunyuan3D 2.1 (shape + PBR paint): 29 GB

All models loaded at once (Keep all resident).

192 GB

DERIVEDApple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB: usable memoryArithmetic on observed inputs only. No tunable assumption enters it.

available_gb = Σ usable_gb over memory pools

unified memory 192 = 192 GB

unified memory.usable_gb: 192 GB — 256 GB physical

Usable memory is below physical memory for at least one pool (OS/driver reservation; editable in Settings).

(279%)

Cost per GB/s

$8.44

DERIVEDApple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB: cost per GB/s of memory bandwidthArithmetic on observed inputs only. No tunable assumption enters it.

cost_per_gbs = price_floor / memory_bandwidth_gbs

= $10,128 / 1,200 GB/s = $8.44 per GB/s

price_floor: 10128.31 USD — rig_price_floor = Σ part price_floor × quantity
memory_bandwidth_gbs: 1200 GB/s — the published bandwidth of the rig's fastest memory pool

LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less.
Shipping is unstated on 1 of 1 priced offer in this rig, so no part of the total carries a delivery charge.
Weights are read from the fastest pool first; a rig whose weights spill into a slower pool decodes below this figure.
Because the numerator is a lower bound, this ratio is a lower bound too: the true cost per GB/s is at least this much.

Power / yr

Unavailable — Idle draw is not published for 1 of 1 part in this rig, and the duty cycle in Settings spends most of the day idle — counting an unknown idle draw as zero would understate the bill. (missing: Apple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB: idle_watts)

Unavailable — 3 models in this Plan contribute no memory to either residency total on this rig (missing: DeepSeek-V4-Pro-0813, Qwen3-ASR 1.7B, Qwen3-VL 32B Instruct)Both totals are therefore lower bounds, not estimates of the whole Plan — and so is every figure below that divides a cost by them.

Every part of Apple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB, ranked by its own cost with its share of the rig total, the offer each price came from, and what the step up to it buys on this Plan
# rank	Part	Price floor	Share of rig	What the step up buys
1	Apple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GBunified box · ×1 · 1 offer on record	$10,128 (derived) DERIVEDApple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB: price floor for 1Arithmetic on observed inputs only. No tunable assumption enters it. part_total = unit_cost × quantity = $10,128.31 × 1 = $10,128.31 unit_cost_cents 1012831 ¢ — price_floor = price + round_half_up(price × tax_rate) (shipping excluded: the listing does not state one) quantity 1 — Apple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB in this rig LOWER BOUND: shipping is not stated on this offer and is therefore excluded entirely. The landed cost is this figure plus shipping, never less. Sales tax rounded to the nearest cent, half-up (x.5¢ → x+1¢), in exact decimal arithmetic on the rate. Listed price is taken as pre-tax.	100.0% (derived) DERIVEDApple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB: share of the rig's costArithmetic on observed inputs only. No tunable assumption enters it. share_of_total = part price_floor / rig price_floor = $10,128 / $10,128 = 100% part_cents 1012831 ¢ rig_cents 1012831 ¢ Both terms are lower bounds (price floor), so the share is exact only if every part's unstated shipping is proportional to its price.	OVERSPEND Stepping down to GIGABYTE AI TOP ATOM (NVIDIA GB10), 128GB saves $1,598 on the price floor and costs nothing the Plan uses: the same models load, at the same or higher total speed. This step up is overspend.measured against GIGABYTE AI TOP ATOM (NVIDIA GB10), 128GB at $8,530 for the whole rig 0.00 tok/s per $1k (derived) DERIVEDApple Mac Studio (2026), M5 Ultra 30-core CPU / 64-core GPU, 256GB: tok/s bought per extra $1,000Arithmetic on observed inputs only. No tunable assumption enters it. tok_s_per_$1k = Δ total decode tok/s across the Plan / (Δ cost / $1,000) = 0 tok/s / ($1,598 / $1,000) = 0 tok/s per $1k delta_tok_s 0 tok/s — this rig minus GIGABYTE AI TOP ATOM (NVIDIA GB10), 128GB, summed over every Plan model that decodes delta_cost_cents 159832 ¢ — Price floor of this rig minus price floor of the same rig with GIGABYTE AI TOP ATOM (NVIDIA GB10), 128GB in the slot Every other part is held fixed; only the one slot is swapped. A model that does not load contributes 0 tok/s to the total, so a swap that drops a model shows up as a large negative Δ. Both costs are lower bounds (price floor), so the rate is exact only if the two options' unstated shipping charges are equal.
Priced fromApplecondition newaccess tier 3, route apple_store32 h

Each part is compared with the most expensive cheaper part in the same category that leaves the rig free of compatibility errors and fully priced, with everything else held fixed. Load-bearing: the step up makes a Plan model load that otherwise would not. Overspend: it costs more and buys nothing this Plan uses. Proportional: it buys decode speed, priced in tok/s per $1,000. Baseline: nothing cheaper exists for the slot.

What this screen could not measure

0 gaps

Every input this screen needs is present: 171 complete parts, 137 of them priced, 8739 price observations, and an active Plan to measure cost per tok/s against.