ComputeAssay

ASSAY-1: The Deliverable Compute Specification

Version 0.1 — Draft for Comment

A standard for describing, verifying, and comparing compute capacity as a deliverable good.


0. Why this document exists

As of October 2026, compute becomes a financially traded commodity. CME/NYMEX will list H100 and B200 rental index futures; ICE has announced a competing suite on a rival index; a third venue has announced perpetuals on the same benchmarks.

Every one of these instruments is cash-settled against a price index. None of them delivers anything. A buyer holding a long position in a shortage receives money, not GPUs.

That is a functioning financial market sitting on top of a physical market that has no specification, no delivery standard, and no public record of what capacity actually exists.

Every mature commodity has both layers. Crude has Brent and cargo specs, delivery points, and quality differentials. Power has a forward curve and firm-vs-interruptible tiers, scheduling, and transmission rights. Compute has an index and nothing underneath it.

ASSAY-1 is the missing layer.

0.1 The core error this specification corrects

A GPU-hour is not a fungible unit, and substitutability is not a property of a fleet.

Substitutability is a relation between two fleets with respect to a workload class. Eight H100s on an oversubscribed shared Ethernet fabric and eight H100s inside an NVLink domain with a rail-optimized non-blocking InfiniBand plane are:

The existing indexes count chips. This specification describes deliverable capacity.

0.2 What ASSAY-1 governs

  1. The Record — the field set describing one fleet (§2).
  2. The Headline Metrics — four derived numbers that summarize deliverability (§3).
  3. The Workload Classes — the reference workloads substitutability is judged against (§4).
  4. The Substitutability Grade — the A/B/C/F relation between two fleets for a class (§5).
  5. The Basis — the published spread between index price and delivered effective price (§6).
  6. Assurance Tiers — how much any given record should be trusted (§7).
  7. The Verification Harness — the open benchmark that earns a Verified badge (§8).

1. Definitions

Term Definition
Fleet A set of accelerators under one operator, at one site, sharing one scale-out fabric and one power feed, offered under one commercial construct. The atomic unit of this registry.
Allocation A contiguous subset of a Fleet offered to a single tenant for a defined term.
Scale-up domain The set of accelerators sharing a coherent high-bandwidth interconnect (NVLink/NVSwitch, Infinity Fabric). Load/store or near-load/store semantics.
Scale-out fabric The packet-switched network joining scale-up domains (InfiniBand, RoCEv2, Slingshot, proprietary Ethernet).
Reference Configuration The canonical fleet definition per silicon generation against which throughput ratios are normalized (§4.3).
Index Price The published third-party benchmark rental rate a futures contract settles against.
Delivered Effective Price What the buyer actually pays per unit of work completed, not per GPU-hour billed (§6.2).
Basis Delivered Effective Price − Index Price. The quantity this registry exists to publish.

2. The Record

Twelve field groups. Fields marked [R] are required for a record to be publishable; [V] are required for Verified assurance tier.

A. Identity & Provenance

Field Type Notes
fleet_id [R] string registry-assigned, immutable
operator [R] string Legal entity offering the capacity
operator_class [R] enum hyperscaler | neocloud | colo_tenant | enterprise_private | broker_inventory | sovereign
is_resale [R] bool Capacity being resold rather than owned
underlying_operator string Required if is_resale is true
resale_permitted [R] enum yes | no | unknown — whether the underlying contract permits transfer. Gates §6 delivery eligibility.
first_observed / last_verified [R] date

B. Silicon

Field Type Notes
accelerator_model [R] string Vendor part, e.g. NVIDIA H100 SXM5, AMD MI300X
accelerator_count [R] int Total in fleet
accelerators_per_node [R] int
host_cpu string
host_cpu_cores_per_accelerator float Matters for data-loader-bound workloads
sriov_or_passthrough enum bare_metal | passthrough | vgpu | container — virtualization overhead
mig_partitioned bool Multi-instance partitioning changes the unit entirely

C. Memory & Capacity

Field Type Notes
hbm_gb_per_accelerator [R] int
hbm_bandwidth_tbps float Vendor spec
host_dram_gb_per_node int
aggregate_hbm_per_scale_up_domain_gb [R] int Derived. The hard gate for large-model serving.

D. Scale-Up Domain

Field Type Notes
scale_up_interconnect [R] enum nvlink4 | nvlink5 | infinity_fabric | pcie_only | other
scale_up_domain_size [R] int Accelerator count in one coherent domain. The single most consequential field in this record. 8 and 72 are different products.
scale_up_bandwidth_gbps_per_accelerator int Bidirectional
nvswitch_topology enum full_fat | partial | none

E. Scale-Out Fabric

The field group no other catalog collects, and the reason this registry can exist.

Field Type Notes
fabric_type [R] enum ib_ndr | ib_xdr | roce_v2 | spectrum_x | slingshot | proprietary | tcp_only
nic_bandwidth_gbps_per_accelerator [R] int Aggregate compute-plane bandwidth ÷ accelerator count
nics_per_node int
topology [R] enum rail_optimized_fat_tree | fat_tree | dragonfly | torus | flat | undisclosed
oversubscription_leaf_to_spine [R] string e.g. 1:1, 2:1, 4:1
non_blocking_domain_size [R] int Largest accelerator count at 1:1 bisection. See §3.2.
adaptive_routing bool
congestion_control enum dcqcn | pfc_only | credit_based | timely | proprietary | none
lossless_configured bool
in_network_reduction bool SHARP or equivalent
storage_plane_separate [R] bool Shared storage and compute planes cause head-of-line collapse under checkpoint load
tenant_isolation [R] enum dedicated_fabric | partitioned | shared_with_noisy_neighbors
measured_allreduce_busbw_gbps [V] float See §8.1. The only honest number in this group.

F. Storage & Data Path

Field Type Notes
scratch_type enum local_nvme | parallel_fs | object_only
scratch_read_gbps_per_node float
checkpoint_write_gbps_aggregate float Gates maximum viable run length
dataset_ingress_cost_per_tb float
egress_cost_per_tb [R] float A material and frequently hidden adder (§6.2)

G. Power & Thermal

Field Type Notes
cooling [R] enum air | rear_door_hx | direct_to_chip_liquid | immersion
rack_power_density_kw [R] float Gates which silicon can physically be hosted
contracted_load_mw [R] float
power_cost_usd_per_mwh float Where disclosed
pue_trailing_12mo float

H. Site & Grid

Field Type Notes
site_country / site_region [R] string
iso_rto_or_utility [R] string e.g. ERCOT, PJM, SPP
grid_status [R] enum energized | interconnect_agreement_signed | in_queue | behind_the_meter | hybrid
energization_date_actual_or_forecast [R] date
firm_mw / interruptible_mw [R] float The split that determines §3.4
curtailment_notice_minutes int
curtailment_hours_trailing_12mo float Actual, not contractual
onsite_generation_mw float
network_latency_ms_to_major_metros map For latency-bound serving

I. Commercial & Delivery Terms

Field Type Notes
contract_forms_offered [R] array on_demand | spot_preemptible | reserved_1yr | reserved_3yr | bare_metal_lease
list_price_usd_per_accelerator_hour [R] float
observed_transacted_price [V] float Assurance Tier 2+ only (§7)
minimum_allocation [R] int
provisioning_lead_time_days [R] int Time from signature to usable capacity
preemption_notice_seconds int
sla_availability_pct float
sla_remedy enum credits | refund | none
transferable [R] bool Can the allocation be assigned to a third party? Gates secondary-market eligibility.

J. Reliability & Operations

Field Type Notes
node_mtbf_hours float
job_interruption_rate_per_1000_gpu_days [V] float The number that decides whether multi-week training is possible
hot_spare_pct float
healthcheck_automation bool
median_time_to_replace_failed_node_hours float

K. Compliance & Sovereignty

Field Type Notes
export_control_regime [R] string Governs who may lawfully take delivery
data_residency_guarantees array
certifications array SOC 2, ISO 27001, HIPAA, FedRAMP
sanctioned_ownership_screen [R] enum clear | flagged | unscreened

L. Attestation

Field Type Notes
assurance_tier [R] int 0–3, see §7
attesting_party string
attestation_date [R] date
harness_run_id [V] string Links to §8 output
harness_version [V] string

3. The Headline Metrics

Four derived numbers. These are the registry's public vocabulary — the thing quoted in contracts and press.

3.1 CSD — Coherent Scale Domain

scale_up_domain_size, and its aggregate HBM.

Why it matters: a model whose weights plus KV cache exceed the CSD's aggregate HBM cannot be served without crossing into the scale-out fabric, which is one to two orders of magnitude slower. This is a cliff, not a slope. A fleet with CSD=8 and a fleet with CSD=72 are not the same product at any price.

3.2 NBD — Non-Blocking Domain

Largest accelerator count reachable at 1:1 bisection bandwidth.

Why it matters: a training job requesting 2,048 accelerators on a fleet with NBD=512 will spend its life in incast collapse. Advertised fleet size is meaningless above NBD.

3.3 DCB — Delivered Collective Bandwidth

Measured all-reduce bus bandwidth (GB/s) at 1 GiB message size, across the largest allocation the operator will sell, under production tenancy conditions. Measured, not derived from line rate.

Why it matters: this is the single number that separates spec-sheet fabric from working fabric. Line rate is what you bought. DCB is what you got. The ratio between them is the truth about oversubscription, congestion control, cabling quality, and noisy neighbors — all at once.

DCB is the flagship metric of this registry. Everything else is context for it.

3.4 PFI — Power Firmness Index

firm_mw / contracted_load_mw, penalized by trailing-12-month curtailment hours and short notice periods.

PFI = (firm_mw / contracted_load_mw)
      × (1 − min(curtailment_hours_12mo / 8760, 1))
      × notice_factor

where notice_factor = 1.0 if notice ≥ 60 min, 0.9 if ≥ 10 min, 0.7 if < 10 min or undisclosed.

Why it matters: as grid-flexibility contracts spread, "1,000 MW of capacity" increasingly means "600 MW firm and 400 MW the utility can take back." A buyer signing a multi-week training run against interruptible power is buying a different good than they think. PFI makes that visible and priceable.


4. Workload Classes

Substitutability is judged per class. Five classes, chosen because each has a distinct binding constraint.

Class Name Binding constraint East-west traffic
W1 Batch inference / embedding HBM capacity per accelerator None
W2 Interactive serving Latency to user, CSD ≥ tensor-parallel width Intra-node
W3 Large-model serving Aggregate HBM within CSD Intra-CSD, heavy
W4 Fine-tuning / mid-scale training NBD, checkpoint bandwidth Moderate
W5 Frontier-scale training DCB, NBD, interruption rate, PFI Extreme, sustained

4.1 Class parameters

Each class declares the workload parameters a buyer supplies:

4.2 Reference Configurations

Throughput normalization requires a canonical fleet per silicon generation. Reference Configuration = the vendor's flagship reference architecture at 1:1 non-blocking, dedicated fabric, bare metal, liquid- or air-cooled per vendor spec, PFI = 1.0.

Seed reference values — VERIFY AGAINST CURRENT VENDOR DATASHEETS BEFORE PUBLICATION:

Silicon HBM/accel CSD Typical scale-out/accel Approx. TDP/accel
H100 SXM5 80 GB HBM3 8 400 Gb/s ~700 W
H200 SXM 141 GB HBM3e 8 400 Gb/s ~700 W
B200 (HGX) 192 GB HBM3e 8 400–800 Gb/s ~1,000 W
GB200 NVL72 192 GB HBM3e 72 400–800 Gb/s rack-level ~120 kW
MI300X 192 GB HBM3 8 400 Gb/s ~750 W

These seed values exist so the grader can run. They are not authoritative. Publishing a wrong number once destroys a benchmark business permanently — treat the reference table as the highest-scrutiny artifact in the company.

4.3 Quality dimension (reserved)

Every workload class carries a quality_basis field, null in all v0.x records. It reserves the slot for the unit-of-work layer (quality-adjusted delivered intelligence — the kWh step) so that when quality adjustment is defined, historical series remain valid rather than being rebuilt. A benchmark that breaks its own history loses its standing permanently; this field exists so ASSAY-1 never has to.


5. The Substitutability Grade

For an ordered pair (fleet A → fleet B) and a workload class W with parameters P, the grade answers: if my job runs on A, what happens when it runs on B?

Grade Meaning Throughput delta
A Drop-in. No change to job configuration. ≤ 5%
B Runs after configuration change — parallelism strategy, batch size, sharding. 5–25%
C Runs after code, model, or architecture change, or with material loss. 25–60%
F Does not run, or loss exceeds 60%. > 60%

5.1 Hard gates (any one → F)

5.2 Soft penalties (accumulate, then map to grade)

Condition Class weight
DCB ratio B/A < 0.9 W4 ×1, W5 ×3
scale_up_domain_size B < A W2 ×1, W3 ×3, W5 ×1
oversubscription worse than A W4 ×1, W5 ×2
tenant_isolation = shared_with_noisy_neighbors W2 ×2, W4 ×1, W5 ×2
storage_plane_separate = false, checkpoint-heavy W4 ×2, W5 ×2
job_interruption_rate B > A × 2 W4 ×1, W5 ×3
PFI B < 0.9 W5 ×3, W4 ×1
sriov_or_passthrough worse than bare_metal W5 ×1
Latency to required metro > target W2 ×4
HBM/accel B < A W1 ×3, W3 ×2

Score 0 → A. 1–3 → B. 4–8 → C. >8 → F.

These weights are a first calibration and should be refit against observed transaction data as soon as there is any. Publishing them openly and revising them publicly is a feature, not a weakness — it is how a benchmark earns standing.


6. The Basis

6.1 The definition

Basis(fleet, class, tenor) = Delivered Effective Price − Index Price

Published per silicon generation, per region, per workload class, per tenor. Example output:

H100 · US-West · W5 · Nov-26: basis +$0.94/accel-hr

The futures contract settles on the index. The buyer's real cost is index + basis. Nobody publishes the basis. That gap is the entire commercial opening.

6.2 Delivered Effective Price

DEP = (contract_price_per_accel_hour / throughput_ratio_vs_reference)
      + egress_adder
      + storage_adder
      + idle_on_failure_adder
      + curtailment_risk_premium
      + provisioning_carry

6.3 Why this is defensible

The index publishers are financial data firms. Computing DEP requires knowing what a fabric actually delivers, what a checkpoint collapse costs, and what curtailment does to a run. That is a networking and systems problem wearing a finance hat. The people building the financial layer would have to hire the expertise; the registry has to hire the finance, which is far easier to buy.


7. Assurance Tiers

Every record carries a tier. Never publish a number without its tier. This is the honest answer to "operators will lie."

Tier Source Confidence
0 Public rate card / marketing collateral, machine-collected Low. Price directionally useful, fabric fields near-worthless.
1 Operator self-attestation via structured submission Medium. Puts a name against a claim. Reputationally costly to falsify.
2 Buyer- or broker-reported transaction, ≥2 independent sources High for price and terms.
3 Assay Verified — harness executed, output signed, within 90 days High for everything, including DCB.

Records decay: Tier 3 → Tier 1 after 90 days without re-run. Tier 2 → Tier 0 after 180 days. Publish decay openly.


8. The Verification Harness

An open-source, MIT-licensed benchmark suite an operator runs on their own fleet. Output is signed and submitted; the operator earns a Assay Verified badge.

This solves the cold-start problem. The registry does not need access to clusters it does not own. Operators run the harness because verified fleets sell faster and at better terms — the same reason merchants sought Underwriters Laboratories listing and vendors publish SPEC results. Verification is a supplier-pull, not a buyer-push.

8.1 Required probes

Probe Measures Output field
nccl-allreduce busbw at 1 GiB across max sellable allocation measured_allreduce_busbw_gbps (DCB)
nccl-alltoall MoE / expert-parallel viability measured_alltoall_busbw_gbps
csd-probe Actual coherent domain size and intra-domain bandwidth Validates §2.D claims
checkpoint-burst Sustained aggregate write during simulated checkpoint checkpoint_write_gbps_aggregate
serving-latency TTFT and inter-token latency at fixed concurrency W2 grading input
soak-72h Node failures and job restarts over 72 h under load job_interruption_rate
power-telemetry Rack draw during sustained load; correlates to curtailment exposure Validates §2.G

8.2 Anti-gaming rules


9. Publication

Product Cadence Access
Delivered Compute Report Weekly Free. Headline basis by silicon/region/class, one fleet teardown, commentary. The distribution engine.
Registry API Continuous Paid. Full records, grades, historical basis series.
Basis Benchmarks Daily Paid. The reference series contracts cite.
Verified Badge Program On demand Free to operator; the flywheel's fuel.

The sequence is deliberate and is the same one every commodity price reporting agency ran: publish free and be right → become the reference → become the settlement standard → become the venue. Skipping steps kills you; there is no shortcut from newsletter to exchange.


10. Known weaknesses of this specification

Stated plainly, because a spec that hides its soft spots does not get adopted.

  1. The soft-penalty weights in §5.2 are invented. They are an engineer's prior, not a fit to data. Until there are several hundred observed transactions, grades B and C are opinion.
  2. DCB is gameable at the margin despite §8.2. A determined operator can schedule the run during a quiet window. Repeated sampling is the only real defense and it costs the operator goodwill.
  3. Tier 0 is most of the world. Enterprise contracts are under NDA. The registry will over-represent the transparent long tail and under-represent the hyperscalers, which is exactly backwards from where the volume is.
  4. resale_permitted may be no almost everywhere. If the major suppliers contractually forbid transfer, the deliverable secondary market in §6 is confined to neoclouds and brokers.
  5. The whole thesis is levered to scarcity. If accelerator supply loosens and prices flatten, hedging demand thins, basis compresses toward zero, and this becomes a small trade-press business.
  6. Silicon generations churn faster than specifications. Every 12–18 months the Reference Configuration table needs rebuilding, and each rebuild breaks historical series continuity.
  7. The index publishers can hire fabric engineers. The moat is a head start plus a standard that gets adopted before they move. It is a race, not a wall.

ASSAY-1 v0.1. Draft for comment. Nothing in this document is investment advice or a representation about any named company or product.

Changelog