CCIR Compute Credit Index Research
CCIR · SUPPLY OBSERVATORY Market Intelligence

Utilization & Availability

Two lenses on GPU supply. Utilization — of the capacity the one marketplace we can measure actually lists, how much is rented, tracked over time. Availability — of the genuine-capacity venues we probe, how many show launchable stock (X of Y), so the slope reads demand tightening or easing.

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Measured utilization one marketplace source

Vast.ai — the only marketplace that discloses rented / total. Rolling 7-day utilization, denominator fixed to each window's median listed capacity.

trailing 7-day utilization
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Fractional — venues available any launchable shape · 7d
Cluster (8×) — venues available full 8-GPU node · 7d
Panel sources venues probed

Availability over time

Rolling 7-day breadth — the share of genuine-capacity venues (X of Y) showing stock; falling = venues selling out. Dashed verticals flag a change in the venue panel. Cluster (8×) vs Fractional.

The panel

Each genuine-capacity source, one vote · 7-day availability

Excludes catalog-eligibility (Azure) and probabilistic-score (Amazon Web Services, AWS) sources from the headline. Resellers that duplicate a directly-probed operator are deduped. Sources below the minimum observed-cycle threshold are held out until they accumulate probes.

How this is measured

Each source's window rate is its share of capacity-probes that found stock, count-weighted within source. The headline is breadth — of the Y genuine-capacity venues that disclosed a signal, the share X/Y that found any stock — shown as Fractional (any shape) and Cluster (full 8-GPU node). Breadth, not a median, because availability is bimodal (venues clump dry or flush) and a median collapses to 0 or 1 on a bare majority; its slope over time is the demand read. Each rolling point uses the venues present in that window, and dashed verticals flag where the panel set changed, so added venues don't read as a demand move. Utilization is a separate measured metric — never blended into availability.