ReportArchitectureAnnika Sorensen9 min read
ReportArchitecture


The bill for scheduled GPU capacity on AWS is now set by a rate card that moves on a date the vendor announces in advance, and the last move, on 7 October 2026, put 15.0% on every Nvidia instance type it lists. A B200 block in US East (Ohio) cost $10.296 an accelerator-hour on 22 April 2026 and costs $14.208 on 3 November 2026. The same page prices Trainium2, AWS's own accelerator, at $2.235, unchanged since at least 22 April, and states that the next update is January 2027. The decision that follows sits with the CIO or chief AI officer who signs the 2027 capacity commitment and the CFO who approves it: book blocks at the price in force before the reset, move a defined share of the estate to Trainium2, or budget a GPU line that is 38.0% higher than the one in the current plan.
AWS announced both steps itself, in the banner at the top of its own price page. The page as it stood on 4 July 2026 carried an announcement that effective 7 July 2026 the per-accelerator rate would be $14.04 for P6-B300 and $12.355 for P6-B200. The page as it stood on 1 October 2026 carried the next one: effective 7 October 2026, $16.146 and $14.208, with P5en at $7.895, P5e at $6.866 and P5 at $5.970. The table on 22 April 2026 priced the same B300 accelerator-hour at $11.70. 11.70 became 14.04 became 16.146, which is 20.0% then 15.0%, and 1.20 times 1.15 is 1.38. Six of the seven Nvidia instance families on the page compounded to exactly 38.0%; the seventh, the A100 in p4d, was not in the July announcement and rose 15.0% in October alone.
| Instance or UltraServer (accelerators) | 22 April 2026 | From 7 July 2026 | From 7 October 2026 | Change |
|---|---|---|---|---|
| p6-b300.48xlarge (8 x B300), US West (Oregon) | $11.70 | $14.04 | $16.146 | +38.0% |
| p6-b200.48xlarge (8 x B200), US East (Ohio) | $10.296 | $12.355 | $14.208 | +38.0% |
| p5en.48xlarge (8 x H200), US East (Ohio) | $5.721 | $6.865 | $7.895 | +38.0% |
| p5e.48xlarge (8 x H200), US East (Ohio) | $4.975 | $5.97 | $6.866 | +38.0% |
| p5.48xlarge (8 x H100), US East (Ohio) | $4.326 | $5.191 | $5.970 | +38.0% |
| p4de.24xlarge (8 x A100), US East (N. Virginia) | $1.845 | $2.214 | $2.546 | +38.0% |
| p4d.24xlarge (8 x A100), US East (Ohio) | $1.475 | $1.475 | $1.696 | +15.0% |
| trn2.48xlarge (16 x Trainium2), US East (Ohio) | $2.235 | $2.235 | $2.235 | 0.0% |
| u-p6e-gb200x72 ultraserver (72 x B200), US East (Dallas) | $10.582 | $10.582 | $10.582 | 0.0% |
Amazon EC2 Capacity Blocks for ML Pricing: table as captured 22 April 2026 and 1 October 2026; rates for 7 July 2026 and 7 October 2026 as stated in the announcements on those dates; all figures confirmed on the page as read on 3 November 2026. Mosaic Singularity analysis of the change, November 2026.
Neither announcement lists a Trainium instance, and each closes with the same sentence: "All other EC2 Capacity Block prices, as well as prices on fixed pricing models like On-Demand and Savings Plans, remain unchanged." Trainium2 was $2.235 on the 22 April reading, on 4 July, on 1 October and on the page as read on 3 November 2026. The GB200 ultraserver, the rack-scale Nvidia product sold as 72 accelerators in a Dallas local zone, has been $10.582 an accelerator-hour across the seven readings between 22 April 2026 and 3 November 2026. The increases are attached to the per-instance shapes and to nothing else on the page.
In April the price list carried a regional discount on Nvidia capacity: an H100 accelerator-hour was $3.933 in Jakarta, Mumbai, Tokyo, Sydney, London, Stockholm and Sao Paulo against $4.326 in the United States, and an H200 on p5en was $5.201 against $5.721. The July announcement kept the split, at $4.72 and $6.241 for those regions. The October announcement removed it and set one rate, $5.970 and $7.895, for every region on the page. An estate in Stockholm therefore absorbed 51.8% between 22 April and 3 November 2026 on the same silicon that cost its Ohio counterpart 38.0%, and the discount that made a European region cheaper is gone rather than reduced.
A capacity block is not a hedge a buyer can hold for a year. It must start within 8 weeks of booking, it is charged at the rate in force when the booking is made rather than the rate when it runs, and it cannot be cancelled, so a wrong forecast is paid for in full. AWS caps a block at 64 instances and the whole organisation at 256 instances on any one date. What the block does give is certainty at a known price for its term: a training run scheduled for the first week of February 2027 and booked in December 2026 is priced on the December card and holds that price through the reset. A run scheduled for March cannot be booked before January, the month the page names for the update.

The cheaper rate is real and its footprint is not. On 3 November 2026 the price list offers the 16-chip Trainium2 block, trn2.48xlarge, in two regions: US East (Ohio) and Asia Pacific (Hyderabad). The single-chip block, trn2.3xlarge, is listed in Hyderabad, Melbourne and Sao Paulo. No European region appears for either, while the B300 block is offered in seven commercial regions and GovCloud. An estate in Frankfurt or Dublin that wants the $2.235 rate is moving work to Ohio or to Hyderabad, because a capacity block is bought in a region.
The gap has widened with the rate. In April 2026 a p5en accelerator-hour cost 2.56 times a Trainium2 accelerator-hour; on 3 November 2026 it cost 3.53 times. For B200 against Trainium2 the multiple went from 4.61 to 6.36. Those are ratios of published rates per accelerator-hour, not of value: the page prices accelerators, and a B200 and a Trainium2 are not the same machine. What a buyer can take from them is direction and size, and the direction is one way. AWS spent part of the same quarter removing the obvious objection: "TorchNeuron lets developers run existing PyTorch code (which most already use) on Trainium without rewriting a thing."
Amazon.com Form 10-Q for the quarter ended 30 September 2026, segment table and free cash flow table; the margin and the growth rate are Mosaic Singularity analysis of those figures, November 2026.
AWS reported $17.8 billion of segment operating income on $45,984 million of net sales in the quarter to 30 September 2026, a 38.7% segment margin against 34.6% a year earlier, and that quarter closed a week before the 7 October reset. The same filing shows the size of the machine the rate card is paying for: purchases of property and equipment, net of proceeds, of $210.7 billion in the twelve months to 30 September 2026 against $115.9 billion a year earlier, and free cash flow of negative $42.4 billion against positive $14.8 billion. The 38.0% therefore arrives on top of a margin that has already widened 4.0 points, and the reason the page gives for the price is "trends in supply and demand".
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