Chapter 2 — GPU & compute (United States)

🧠 GPU & compute — is the body of AI still available, and at what price?

Last updated 2026-09-24 18:01 JST / data confirmed 2026-09-24 / next expected 2026-10-01 (values from /api/health.json)

GPUs are the body of AI: the accelerators an AI runs on, the price of renting them, the price of the tokens it produces, and the capital that buys them. This chapter observes the U.S. compute layer from public records only — export-control rulemaking on advanced computing (Federal Register), one public on-demand H100 price snapshot, published token prices, and the capital expenditure that major cloud operators report to the SEC. Facts and dates; no evaluation of any company.

Latest observation: 2026-Q2

UpdatedailyExport-control documents: fetched daily, counted monthly. H100 price and token prices: weekly snapshots. Capex ledger: quarterly (SEC filings). DOE/LBNL ledger: irregular

Chapter statusobserving — see why this chapter is not judged

This chapter is observing (no good/bad criterion): observation started 2026-09-04, 6 series, latest confirmed 2026-09-24. Latest final value: public on-demand H100 price (one provider sample) 3.99 USD/GPU-h (2026-09-24). (Source: Federal Register API; Lambda pricing page; SEC XBRL frames / updated 2026-09-24 18:01 JST)

Latest observations

Capital expenditure reported in SEC filings by 4 major cloud operators, sum per calendar quarter (million USD; payments to acquire PP&E / productive assets as tagged by each filer) Updatequarterly

54,208 provisional backfilled

Observed 2026-Q2 / retrieved 2026-09-24 18:01 / Source: U.S. Securities and Exchange Commission, EDGAR XBRL frames API

Last 9 days / 15,804-129,750

Federal Register documents from the Bureau of Industry and Security matching "advanced computing", per month of publication Updatemonthly

0 provisional

Observed 2026-09 / retrieved 2026-09-24 18:01 / Source: Federal Register (federalregister.gov) API

Last 48 days / 0-4

Public on-demand price of one NVIDIA H100 SXM, per GPU-hour, USD (Lambda public pricing page; weekly first-party snapshot; one provider = a sample, not a market) Updateweekly

3.99

Observed 2026-09-24 / retrieved 2026-09-24 18:01 / Source: Lambda public pricing page (first-party weekly check)

A trend line appears after 6 observations of the same definition (currently 4).

Published inference token prices, tracked models (USD per 1M tokens, list price; weekly first-party check; definition v1.0 shared with the Japan edition; world background) ledger Updateirregular

4 entries

Ledger of primary sources (state and dates only) - not a measured series; no figures are reproduced from sources without machine-readable publication. Last verified 2026-09-24 18:01.

Most recent BIS documents matching "advanced computing" (ledger of the last 15) ledger Updateirregular

15 entries

Ledger of primary sources (state and dates only) - not a measured series; no figures are reproduced from sources without machine-readable publication. Last verified 2026-09-24.

DOE / LBNL 2024 United States Data Center Energy Usage Report - figures as quoted by DOE (ledger) ledger Updateirregular

3 entries

Ledger of primary sources (state and dates only) - not a measured series; no figures are reproduced from sources without machine-readable publication. Last verified 2026-09-04.

"Not yet measured" means missing, not zero. Machine-readable: /us/api/gpu_us.json

Observation tables

Question this table answers: what are the values and dates in each row of "Capital expenditure reported in SEC filings by 4 major cloud operators, sum per calendar…"? (source or retrieval date on each row)

Capital expenditure reported in SEC filings by 4 major cloud operators, sum per calendar quarter (million USD; payments to acquire PP&E / productive assets as tagged by each filer) (newest first, last 14)

QuarterValueRetrieved
2026-Q254,208 provisional backfilled2026-09-24 18:01
2026-Q1129,750 backfilled2026-09-24 18:01
2025-Q429,876 provisional backfilled2026-09-24 18:01
2025-Q354,489 provisional backfilled2026-09-24 18:01
2025-Q232,183 provisional backfilled2026-09-24 18:01
2025-Q171,902 backfilled2026-09-24 18:01
2024-Q415,804 provisional backfilled2026-09-24 18:01
2024-Q337,543 provisional backfilled2026-09-24 18:01
2024-Q217,620 provisional backfilled2026-09-24 18:01

Question this table answers: what are the values and dates in each row of "Federal Register documents from the Bureau of Industry and Security matching "advanced c…"? (source or retrieval date on each row)

Federal Register documents from the Bureau of Industry and Security matching "advanced computing", per month of publication (newest first, last 14)

PeriodValueRetrieved
2026-090 provisional2026-09-24 18:01
2026-080 backfilled2026-09-24 18:01
2026-071 backfilled2026-09-24 18:01
2026-060 backfilled2026-09-24 18:01
2026-050 backfilled2026-09-24 18:01
2026-040 backfilled2026-09-24 18:01
2026-030 backfilled2026-09-24 18:01
2026-020 backfilled2026-09-24 18:01
2026-011 backfilled2026-09-24 18:01
2025-120 backfilled2026-09-24 18:01
2025-110 backfilled2026-09-24 18:01
2025-100 backfilled2026-09-24 18:01
2025-091 backfilled2026-09-24 18:01
2025-080 backfilled2026-09-24 18:01

Question this table answers: what are the values and dates in each row of "Public on-demand price of one NVIDIA H100 SXM, per GPU-hour, USD (Lambda public pricing…"? (source or retrieval date on each row)

Public on-demand price of one NVIDIA H100 SXM, per GPU-hour, USD (Lambda public pricing page; weekly first-party snapshot; one provider = a sample, not a market) (newest first, last 14)

Week (map date)ValueRetrieved
2026-09-243.992026-09-24 18:01
2026-09-173.992026-09-17 18:01
2026-09-103.992026-09-10 18:01
2026-09-033.992026-09-04 08:22

Question this table answers: what are the values and dates in each row of "Published inference token prices, tracked models (USD per 1M tokens, list price; weekly…"? (source or retrieval date on each row)

Published inference token prices, tracked models (USD per 1M tokens, list price; weekly first-party check; definition v1.0 shared with the Japan edition; world background) (newest first)

DateEntry
2026-09-18ok Google gemini-3.7-flash: input 0.75 / output 3.75 USD per 1M tokens (list price, 税抜)
Definition v1.0 (docs/指標定義_AI自身03_推論トークン単価.md); weekly first-party check; figures only
source · verified 2026-09-18
2026-09-18ok Anthropic Claude Sonnet 5: input 2 / output 10 USD per 1M tokens (list price, 税抜)
Definition v1.0 (docs/指標定義_AI自身03_推論トークン単価.md); weekly first-party check; figures only
source · verified 2026-09-18
2026-09-18ok OpenAI gpt-5.6-terra: input 2 / output 12 USD per 1M tokens (list price, 税抜)
Definition v1.0 (docs/指標定義_AI自身03_推論トークン単価.md); weekly first-party check; figures only
source · verified 2026-09-18
2026-09-18ok さくらインターネット llm-jp-3.1-8x13b-instruct4: input 15 / output 75 JPY per 1M tokens (list price, 税込)
Definition v1.0 (docs/指標定義_AI自身03_推論トークン単価.md); weekly first-party check; figures only
source · verified 2026-09-18

Question this table answers: what are the values and dates in each row of "Most recent BIS documents matching "advanced computing" (ledger of the last 15)"? (source or retrieval date on each row)

Most recent BIS documents matching "advanced computing" (ledger of the last 15) (newest first)

DateEntry
2026-07-14Rule Enhanced Favorable Treatment for the United Arab Emirates Under the Export Administration Regulations
FR document 2026-14132
source · verified 2026-09-24
2026-01-15Rule Revision to License Review Policy for Advanced Computing Commodities
FR document 2026-00789
source · verified 2026-09-24
2025-09-16Rule Additions and Revisions to the Entity List
FR document 2025-17893
source · verified 2026-09-24
2025-03-28Rule Additions to the Entity List
FR document 2025-05427
source · verified 2026-09-24
2025-02-14Rule Implementation of Additional Due Diligence Measures for Advanced Computing Integrated Circuits; Amendments and Clarifications; and Extension of Comment Period; Correction
FR document 2025-02655
source · verified 2026-09-24
2025-01-16Rule Implementation of Additional Due Diligence Measures for Advanced Computing Integrated Circuits; Amendments and Clarifications; and Extension of Comment Period
FR document 2025-00711
source · verified 2026-09-24
2025-01-16Rule Additions to the Entity List
FR document 2025-00480
source · verified 2026-09-24
2025-01-15Rule Public Briefing on Framework for Artificial Intelligence Diffusion
FR document 2025-00637
source · verified 2026-09-24
2025-01-15Rule Framework for Artificial Intelligence Diffusion
FR document 2025-00636
source · verified 2026-09-24
2024-12-05Rule Foreign-Produced Direct Product Rule Additions, and Refinements to Controls for Advanced Computing and Semiconductor Manufacturing Items
FR document 2024-28270
source · verified 2026-09-24
2024-12-05Rule Additions and Modifications to the Entity List; Removals From the Validated End-User (VEU) Program
FR document 2024-28267
source · verified 2026-09-24
2024-12-04Rule Public Briefing on Changes to Advanced Computing and Semiconductor Manufacturing Items
FR document 2024-28423
source · verified 2026-09-24
2024-10-02Rule Expansion of Validated End User Authorization: Data Center Validated End User Authorization
FR document 2024-22587
source · verified 2026-09-24
2024-04-04Rule Implementation of Additional Export Controls: Certain Advanced Computing Items; Supercomputer and Semiconductor End Use; Updates and Corrections; and Export Controls on Semiconductor Manufacturing Items; Corrections and Clarifications
FR document 2024-07004
source · verified 2026-09-24
2023-12-15Rule Export Controls on Semiconductor Manufacturing Items; Implementation of Additional Export Controls: Certain Advanced Computing Items; Supercomputer and Semiconductor End Use; Updates and Corrections; Extension of Comment Period
FR document 2023-27588
source · verified 2026-09-24

Question this table answers: what are the values and dates in each row of "DOE / LBNL 2024 United States Data Center Energy Usage Report - figures as quoted by DOE…"? (source or retrieval date on each row)

DOE / LBNL 2024 United States Data Center Energy Usage Report - figures as quoted by DOE (ledger) (newest first)

DateEntry
2024-12-20publication DOE announces the LBNL report: data centers consumed about 4.4% of total U.S. electricity in 2023
Figure as stated in the DOE announcement (retrieved 2026-09-04). Public domain (U.S. federal government work).
source · verified 2026-09-04
2024-12-20publication Total data center electricity usage climbed from 58 TWh in 2014 to 176 TWh in 2023 (as stated by DOE)
Values quoted verbatim from the DOE announcement; the underlying LBNL PDF returned HTTP 403 to this site's collector on 2026-09-04 and was not read directly.
source · verified 2026-09-04
2024-12-20publication DOE states the report estimates an increase to between 325 and 580 TWh by 2028 (an estimate by the report's authors, not by this site)
Listed because it is a published government figure; this site makes no estimate of its own. The announcement date is the DOE article date as shown on energy.gov (December 2024; day-level date as displayed on the page at retrieval).
source · verified 2026-09-04

Candidates (not yet observed) — added to this chapter once verification completes

  • Cloud GPU list prices from additional U.S. providers (CoreWeave and others) — Per-provider terms of use must be checked before any snapshot (CoreWeave AUP check pending per docs/規約確認_Phase2_20260829.md).
  • Hyperscaler pricing APIs (AWS Price List, Azure Retail Prices) — AWS bulk price files are hundreds of MB per region; the Azure Retail Prices API is documented but the site terms of use for reproduction were ruled out for the token-price series on 2026-08-26 - not adopted without a fresh ruling.
  • Semiconductor supply feature (Korea HS-level exports, Taiwan monthly totals) — Prepared as a separate feature page (docs/準備メモ_半導体サプライチェーン特集_20260903.md); Korea API key pending.

Method, scope, and why this chapter is not judged

  • Observing, not judging: no frozen criterion exists for the U.S. compute layer. Numbers, dates and sources only; do not infer thresholds. Nothing here ranks or evaluates a company.
  • Export controls (main series): Federal Register documents issued by the Bureau of Industry and Security (BIS) whose full text matches the exact phrase "advanced computing", counted by month of publication; the most recent rules are listed. The count is defined entirely by the query (documents mentioning the phrase incidentally are included). Public domain; no key.
  • H100 cloud price (weekly snapshot): the public on-demand hourly price of one NVIDIA H100 (per GPU, USD) as displayed on one U.S. provider's public pricing page, fetched at most once a week with an identifying user agent (terms checked 2026-08-29: low-frequency snapshots permitted). Only the figure is extracted; no page text is copied. Three states: ok / pattern mismatch (page changed — needs review) / fetch error. One provider is a sample, not a market.
  • Token prices: published list prices per million tokens for tracked models and the cheapest observed, same definition v1.0 as the Japan edition (global USD prices, shown here as world background).
  • Capex ledger (quarterly): "Payments to acquire property, plant and equipment" (or "productive assets", as each filer tags it) reported by Amazon, Microsoft, Alphabet and Meta in SEC filings, taken from the SEC XBRL frames API for each calendar quarter. Reproduced as filed; the sum is arithmetic on public filings. Filers whose fiscal quarters do not align with calendar quarters are not included.
  • DOE/LBNL ledger: the figures the U.S. Department of Energy quotes from the 2024 LBNL United States Data Center Energy Usage Report (verified on energy.gov 2026-09-04). Public domain; irregular.
  • Boundaries: grid load belongs to the electricity chapter; rulemaking on AI generally to the regulation chapter (this chapter counts only BIS advanced-computing documents); construction and cooling to the data-center chapter.
  • What this chapter can say: how many Federal Register documents from the Bureau of Industry and Security matched "advanced computing" each month, and which rules were the most recent; the public on-demand price of one H100 GPU-hour at one U.S. provider, week by week, and the published list prices per million tokens for the tracked models; how much capital expenditure Amazon, Microsoft, Alphabet and Meta reported to the SEC per calendar quarter (summed), and which figures DOE quotes from the 2024 LBNL data-center energy report.
  • What this chapter cannot say: whether GPUs can actually be obtained (no inventory, lead-time or waitlist data is published or observed); prices actually paid under negotiated or long-term contracts (public list prices only), or the prices of providers outside the panel; whether any level is high or low, or which company is doing better (nothing here ranks or evaluates a company).
  • Sources: Federal Register API, SEC EDGAR XBRL frames API, Lambda public pricing page, U.S. DOE (LBNL report announcement) — compiled by AI Lifeline.

Frequently asked questions (what this chapter's data can answer)

Answers are generated from the chapter's machine-readable data (https://ai-lifeline.org/us/api/gpu_us.json); every figure carries its confirmation date and source. Generated 2026-09-24 18:01 JST.

What is the public on-demand price of an NVIDIA H100 in the U.S. sample?

3.99 USD per GPU-hour on 2026-09-24 (Lambda public pricing page, 8x H100 SXM configuration; one provider is a sample, not a market; weekly first-party snapshot, figure only).

How many BIS export-control documents on "advanced computing" were published this month?

In 2026-09 (month in progress, value_status provisional): 0 Federal Register documents from the Bureau of Industry and Security matching "advanced computing". The 15 most recent documents are listed in the ledger (checked 2026-09-24). Source: Federal Register API (public domain).

How much capital expenditure did the four major cloud operators report?

54,208 million USD in 2026-Q2 (sum over the panel as filed with the SEC via the XBRL frames API; value_status provisional; a quarter with fewer than all panel members reported stays provisional). No evaluation of any company.

What is the source and how often is it updated?

Federal Register API (daily, counted monthly), Lambda pricing page (weekly), SEC XBRL frames API (quarterly), DOE/LBNL 2024 report as a ledger (irregular). Observation started 2026-09-04. Last updated 2026-09-24 18:01 JST. Definition: docs/指標定義_US_GPU章.md v1.0. Machine-readable: https://ai-lifeline.org/us/api/gpu_us.json

What can this data not tell you?

What this chapter cannot say (ledger v1.0, approved 2026-09-05; full text in the method section): Whether GPUs can actually be obtained (no inventory, lead-time or waitlist data is published or observed); Prices actually paid under negotiated or long-term contracts (public list prices only), or the prices of providers outside the panel; Whether any level is high or low, or which company is doing better (nothing here ranks or evaluates a company).

How to cite

Suggested citation: AI Lifeline, GPU & compute (United States edition), data confirmed 2026-09-24, https://ai-lifeline.org/us/gpu/

The machine-readable data is also mirrored daily in the ai-lifeline-data repository (https://github.com/smily990604-hub/ai-lifeline-data , CC BY 4.0; upstream data keeps its own terms). Keep the confirmation date and the source with any figure you quote. Corrections are recorded in /api/corrections.json