Market Observations
Track public GPU pricing changes, procurement signals, capacity constraints, and market shifts without digging through provider catalogs yourself.
Analysis
AnalysisOn September 27, eight-GPU H100 machines listed at $3.90 and $12.29 per GPU-hour across the nine providers we track. Five realities of GPU catalog pricing: what the sticker hides, how provider tier sets your starting price, when a commitment pays off, and why the hourly rate is not the invoice.
Weekly Pricing Pulse
October 5, 2026 · Bobby Clay, Founder, AIForge Works
September 27–October 4 GPU pricing across nine providers: 20 verified Nebius price changes, updated OCPI comparisons and lowest observed catalog prices.
Why should you care?
See whether published pricing, catalog visibility, or market conditions changed enough to revisit an active decision.
For:
FinOps, procurement, infrastructure, and AI platform leaders comparing GPU cloud options.
What to re-check
Rates, provider coverage, region choices, and the assumptions that shaped your shortlist.
Where the numbers come from
Trace from price collection through normalization, verification, comparison, and selection to the Floor Board.
Signal finder
Find the signal for your role
FinOps / Finance
Benchmark cost assumptions and spot public-market changes worth re-checking.
Procurement
Understand provider and market shifts before an RFQ, renewal, or negotiation.
Infrastructure / AI
Track geography, silicon, power, and provider signals that can change the shortlist.
Analysis
AnalysisThe research behind a GPU commitment reflects the evidence available on the day the decision was made, and it starts aging immediately. Six months later, nobody is asking what the catalogs showed. They're asking what was decided, why, and whether it still holds. Here are seven key GPU decision questions, both for the day the decision is made and for the renewal, and what a decision record needs to contain to answer them.
AnalysisA dated read of published Blackwell and AMD Instinct catalog coverage across nine clouds, with a clear boundary: catalog presence does not establish orderability, available capacity, provider intent, or a live quote.
Weekly Pricing Pulse
Each issue compares published GPU cloud pricing and catalog visibility with the prior reviewed snapshot. It is market context, not a live quote.
September 27–October 4 GPU pricing across nine providers: 20 verified Nebius price changes, updated OCPI comparisons and lowest observed catalog prices.
Read the issueSeptember 21–27 GPU pricing across nine providers, with updated OCPI comparisons and the lowest observed catalog prices.
Read the issueSeptember 14–21: 111 newly visible price lines, 1 restored listing and 6 newly absent listings. Current OCPI comparison and exact-GPU provider floors.
Read the issue9 providers compared. 6 newly observed catalog entries, 9 restored or expanded listings, 5 newly absent exact observations, and no comparable on-demand price moves above 1%. All four tracked catalog floors are unchanged.
Read the issue9 providers refreshed. 12 new silicon catalog entries, 5 restored or expanded listings, 6 newly absent exact catalog observations, and 0 on-demand per-GPU price moves over 1%.
Read the issue9 providers refreshed. 10 new silicon catalog entries, 4 restored or expanded listings, 7 retired instance options, and 0 on-demand per-GPU price moves over 1%.
Read the issue9 providers refreshed. 5 new silicon catalog entries, 22 restored or expanded listings, 9 retired instance options, and 0 on-demand per-GPU price moves over 1%.
Read the issue9 providers refreshed. 0 new silicon catalog entries, 2 restored or expanded listings, 13 retired instance options, and 0 on-demand per-GPU price moves over 1%.
Read the issueTurn an observation into a decision
Method
01
Provider-published catalogs and cited source material establish the comparison.
02
Each observation identifies the evidence window used for the comparison.
03
A catalog entry is evidence of a published listing, not availability or a live quote.
04
Orderability, capacity, final terms, and service commitments require provider verification.
Synergy Research reports neoclouds hit $9B in Q4 2025 revenue at 223% year-over-year growth, with full-year 2025 revenue topping $25B and forecasts pointing to $180B by 2030. Behind that surge sits a three-way shift in how AI compute capacity actually flows — capital, anchor tenants, and channel partners are all rotating toward neoclouds in ways that change the procurement options on the table. Here's what the shift means for teams buying GPU capacity in the second half of 2026.
Read the analysisOn June 18, 2026, FERC ordered all six U.S. grid operators to justify or reform how data centers and other large loads connect to the grid. For anyone planning AI compute, it's a reminder that 'where can this workload run' is now a power question as much as a price one.
Read the analysisA corrected framework for examining paid rate, hardware packaging, transfer costs, and utilization assumptions without turning modeled exposure into a savings claim.
Read the analysis9 providers refreshed. 96 new silicon catalog entries, 22 restored or expanded listings, 61 newly absent exact catalog observations, and 0 on-demand per-GPU price moves over 1%.
Read the issue9 providers refreshed. 0 new silicon catalog entries; 38 restored or expanded listings; 19 previously listed provider-region GPU offers were not present in this week's public catalog snapshot; and 0 on-demand per-GPU price moves over 1%.
Read the issue9 providers refreshed. 1 new silicon catalog entry, 14 restored or expanded listings, 37 retired instance options, and 5 on-demand per-GPU price moves over 1%.
Read the issue9 providers refreshed. 0 new silicon catalog entries, 14 restored or expanded listings, 54 retired instance options, and 0 on-demand per-GPU price moves over 1%.
Read the issue9 providers refreshed. 0 new silicon catalog entries, 44 restored or expanded listings, 6 retired instance options, and 0 on-demand per-GPU price moves over 1%.
Read the issue9 providers refreshed. 21 new silicon catalog entries, 57 retired instance options, and 0 on-demand per-GPU price moves over 1%.
Read the issue9 providers refreshed. June 22 found 118 newly visible GPU catalog entries, 20 previously listed instance options no longer visible, and 0 comparable per-GPU on-demand price moves over 1%.
Read the issue9 providers refreshed. The June 15 snapshot found 33 newly visible GPU catalog entries, 55 previously listed instance options no longer visible, and 19 comparable on-demand per-GPU price moves over 1%.
Read the issue9 providers refreshed. The June 8 snapshot found 332 newly visible GPU catalog entries, 159 previously listed instance options no longer visible, and 65 comparable on-demand per-GPU price moves over 1% after holding out BSE rows pending disposition.
Read the issue9 providers refreshed. The June 1 snapshot found 54 newly visible GPU catalog entries, 13 previously listed instance options no longer visible, and 33 comparable on-demand per-GPU price moves over 1%.
Read the issue9 providers refreshed. The May 25 snapshot found 14 newly visible GPU catalog entries, 56 previously listed instance options no longer visible, and 0 comparable on-demand per-GPU price moves over 1%.
Read the issue9 providers refreshed. The May 18 snapshot found 3 newly visible GPU catalog entries, 5 previously listed instance options no longer visible, and 0 comparable on-demand per-GPU price moves over 1%.
Read the issue