The Finances of AI

AI is attracting unprecedented levels of investment, with companies spending billions on hardware, data centers, and talent to build frontier models. The costs are rising fast, and the gap between what companies are spending and what they are earning is an important dynamic in the industry. Epoch tracks the financial side of AI development: what it costs to train and run models, how much companies are spending and earning, and how hardware prices are trending.

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Data on AI Chip Sales
Updated Jul. 22, 2026
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Data on AI Chip Sales

Our open database of AI Chip sales, using financial reports, company disclosures, and more to estimate compute, power usage, and spending over time for a wide variety of AI chips.

Hyperscaler Capex to Exceed Cash Flow by Q3 2026
Data Insight
Jun. 16, 2026
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Hyperscaler Capex to Exceed Cash Flow by Q3 2026

Aggregate cash capex across Microsoft, Amazon, Alphabet, Meta, and Oracle is on track to overtake operating cash flow in Q3 2026. Epoch AI's breakdown of how hyperscalers are financing the AI buildout.

By Isabel Juniewicz

AI Chip Component Costs: Memory at 63%
Data Insight
May 21, 2026
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AI Chip Component Costs: Memory at 63%

High-bandwidth memory (HBM) accounts for 63% of AI chip component costs, up from 52% in Q1 2024. Epoch AI's breakdown of component cost shifts across major chip designers.

By Venkat Somala

Total cost of ownership of a one-gigawatt AI data center
Data Insight
May 14, 2026
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Total cost of ownership of a one-gigawatt AI data center

A typical one-gigawatt AI data center requires $38 billion in up-front capital expenditure (CapEx) and $0.9 billion in annual operating expenses (OpEx).

By Amelia Michael and Ben Cottier

Anthropic and OpenAI earn more revenue per employee than major public tech companies
Data Insight
May 8, 2026
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Anthropic and OpenAI earn more revenue per employee than major public tech companies

Anthropic and OpenAI generate roughly $14M and $6.5M in revenue per employee — higher than any other tech company in the Forbes Global 2000. Continued rapid growth in this metric at tens of billions in annualized revenue is unusual, and could reflect productivity gains from AI adoption.

By Luke Emberson

What does the war in Iran mean for AI?
Newsletter
Apr. 10, 2026
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What does the war in Iran mean for AI?

A prolonged Hormuz crisis probably won't derail the compute buildout, but it could slow data center expansion and disrupt Gulf investment flows into AI.

By Josh You

Final training runs account for a minority of R&D compute spending
Newsletter
Mar. 23, 2026
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Final training runs account for a minority of R&D compute spending

New evidence following the MiniMax and Z.ai IPOs

By Jean-Stanislas Denain and Cheryl Wu

Microsoft’s recent $68 billion in physical assets additions were driven by AI-related purchases
Data Insight
Mar. 5, 2026
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Microsoft’s recent $68 billion in physical assets additions were driven by AI-related purchases

By Isabel Juniewicz

Hyperscaler capex has quadrupled since GPT-4's release
Data Insight
Feb. 26, 2026
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Hyperscaler capex has quadrupled since GPT-4's release

The combined capital expenditures at Alphabet, Amazon, Meta, Microsoft, and Oracle have been growing at an average of 72% per year, driven by investments in AI infrastructure, nearing half a trillion dollars in 2025. If this trend continues, they will spend $770 billion in 2026.

By Isabel Juniewicz

Anthropic could surpass OpenAI in annualized revenue by mid-2026
Data Insight
Feb. 19, 2026
Score: 0.0000
Anthropic could surpass OpenAI in annualized revenue by mid-2026

Anthropic's annualized revenue has been growing at 10× per year since reaching $1B, outpacing OpenAI's growth of 3.4× per year. Anthropic will pass OpenAI by mid-2026 if these trends continue. However, Anthropic's growth may be slowing—since July 2025 it has only grown at a rate of 7× per year.

By Luke Emberson and Yafah Edelman