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Dartmouth Advisory Partners
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State of the market, as of 4 Nov 2026

Spending on compute is rising fast. GPU list prices have not moved in 30 days. Frontier AI output prices span 360x, lowest to highest. No tracked compute future has listed yet.

$691B

Capital spending by the five largest buyers of compute in the last 12 months, 1.9x a year earlier.

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Capital spending, last 12 months

The five largest buyers

Time range
Chart type
Who to show
$0$200B$400B$600B$800BQ3 2023Q2 2024Q1 2025Q4 2025Q3 2026123
1 H100 first priced, July 20232 GPU list prices cut by up to 44%, June 20253 B300 first priced, May 2026

Bottom line

What the latest filings and price feeds show. Click any card for the evidence.

How compute works, in five steps

From the chip to the answer. Click a step to see its data.

Who is spending

Every figure from the company's own filings.

League table, last 12 months

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Share of the five

$691Blast 12 months

What a million tokens costs

The newest of each maker's main models, on each cloud's own public list. A maker's direct price may differ.

Frontier model prices

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Frontier model list prices per million tokens, by cloud
ModelMakerCloudInputOutput
OpenAIAzure$33.00$198
OpenAIAzure$11.00 to $12.00$55.00 to $60.00
AnthropicAWS$11.00$55.00
AnthropicAWS$11.00$55.00
OpenAIAWS$11.00$55.00
AnthropicAWS$4.40$22.00
Moonshot AIAWS$3.30$16.50
CohereAWS$3.00$15.00
AmazonAWS$2.50$12.50
GoogleGoogle$2.00$12.00
OpenAIAzure$2.20 to $2.40$11.00 to $12.00
AnthropicAWS$2.20$11.00
GoogleGoogle$2.00$10.00
xAIAWS$2.20$6.60
OpenAIAzure$1.10 to $1.20$5.50 to $6.00
GoogleGoogle$0.75$3.75
Z AIAWS$1.00 to $1.20$3.20 to $3.84
DeepSeekAWS$0.62 to $0.74$1.85 to $2.22
MistralAWS$0.50 to $0.61$1.50 to $1.82
MiniMaxAWS$0.30 to $0.36$1.20 to $1.44
MetaAWS$0.24$0.97
QwenAWS$0.22 to $0.29$0.88 to $1.16
NvidiaAWS$0.15 to $0.18$0.65 to $0.78
OpenAIAzure$0.11 to $0.12$0.55 to $0.60
AnthropicAWS$0.11$0.55

Output price by maker

Lowest to highest frontier model, per million. Log scale.

OpenAI$0.55 to $198
Anthropic$0.55 to $55.00
Moonshot AI$16.50
Cohere$15.00
Amazon$12.50
Google$3.75 to $12.00
xAI$6.60
Z AI$3.20 to $3.84
DeepSeek$1.85 to $2.22
Mistral$1.50 to $1.82
MiniMax$1.20 to $1.44
Qwen$0.88 to $1.16
Meta$0.97
Nvidia$0.65 to $0.78

What compute costs

List prices per GPU-hour, one provider line at a time, never averaged.

Price against memory

Lowest on-demand price against memory per GPU. Bubble size: live lines.

$27.04$0GiB per GPU

Price range by GPU

Bar: lowest to highest on-demand. White dot: lowest Spot.

Who sells it, and where

Tiles sized by the number of live prices.

Who is listed

Group by

GPU lines by country

USJapanAustraliaUKIndiaCanadaSwedenA100 40A100 80H100 80H200 141GB200 192B200 179B300 268

Capital spending is each company's cash paid for property and equipment, last 12 months, from its own SEC filings. It covers all capital spending, not only AI. Sales are total company sales. Signed backlog is each filer's reported remaining performance obligations, by its own definition. A filing stops where the latest one does, so periods differ by company. Prices are each provider's own list price, one line at a time. Nothing here is a DAP price, an index or investment advice.