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CCIR Compute Credit
Index Research
Benchmark · US & EU as of 2026-08-22

Reference Rates

Guaranteed and interruptible on-demand reference rates per chip across the three operator segments. Every cell is a published, citable series, with panel depth, stat, and history disclosed. Committed term is on /term. Regional breakouts and every other grain are on /explorer.

On-demand, guaranteed · US & EU USD/GPU-hr · daily · as of 2026-08-22
Silicon Hyperscaler Neocloud Marketplace
B300
7.50 6.94
14.24 6.69 6.38
10.30 4.47 4.25
10.53 3.72 3.01
4.53 2.03 1.36
Series & stat
CRI-T1/T2/T3-{CHIP}-ALL-GTD-OD-ALL · headline = panel mean at n ≥ 10, else median · hover a rate for its full series id, stat, region, IQR and panel depth
Chip instrument pages →
On-demand, interruptible · US & EU USD/GPU-hr · daily · as of 2026-08-22
Silicon Hyperscaler Neocloud Marketplace
B300
4.42
3.95
6.37 2.45
2.79 2.15
1.28 1.14
Series & stat
CRI-T1/T2/T3-{CHIP}-ALL-INT-OD-ALL · same panel, same stat rule and same US & EU scope as the guaranteed ladder above, so the two read line by line · interruptible capacity is reclaimable by the provider, so these are not substitutes for the rates above · blank cells are segments with no interruptible series, not zeroes

Hyperscaler

The global hyperscale clouds — AWS, Azure, Google Cloud, Oracle. Deep managed capacity, enterprise contracts, and the widest service surface. Guaranteed lists sit at the top of the market; their interruptible grade prices the same silicon’s spare capacity down into the neocloud range, repricing against available capacity while the lists hold still.

Neocloud

The dedicated GPU specialists — CoreWeave, Lambda, Nebius and peers. Single-tenant clusters built for training and inference, priced below the hyperscaler lists. Where these venues post an interruptible tier, it is typically a fixed discount off their own card.

Marketplace

Marketplace and shared-pool venues — Vast, RunPod and aggregators. Self-serve capacity that reprices continuously, where posted cards elsewhere move rarely. Both grades trade here and the interruptible legs float. This page’s ladder compares guaranteed rates; the interruptible grade is published as its own ladder on the home page and in the explorer.

Attribute Hyperscaler Neocloud Marketplace
Footprint Managed multi-service hyperscale cloudDedicated single-tenant GPU clustersShared-pool or marketplace supply
Networking Hyperscale backbone, managed networkingDedicated cluster fabric, often InfiniBandVariable — Ethernet or undisclosed
Services Full enterprise services, support, complianceFocused GPU stack, lighter wrapSelf-serve, minimal support
Examples in this segment e.g. AWS · Azure · Google Cloud · Oraclee.g. CoreWeave · Lambda · Nebiuse.g. Vast · RunPod · marketplaces
Typical use Enterprise & regulated workloadsDedicated training & inferenceCost-sensitive batch, dev/test, spot

Each segment describes a distinct class of operator — hyperscaler, neocloud, or marketplace. The segment is a property of the operator, not the chip: the same silicon is priced across all three, so the ladder compares one chip's hyperscale, neocloud, and marketplace rate side by side.

Suggested citation Compute Credit Index Research, GPU Reference Rates, https://ccir.io/rates, retrieved 2026-08-22.