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If you are an operator trying to write down what tokens will cost in 2027, the answer is materially lower than today, an…

SemiAnalysis Twitter · SemiAnalysis (@SemiAnalysis_) · 2026-06-27

SemiAnalysis publishes a deep-dive analysis arguing AI labs like Anthropic are now capturing most value across the AI stack, with Anthropic's ARR surging from $9B to $44B and gross margins rising from 38% to over 70%, while token costs for operators are set to fall materially by 2027.

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Topics: ai-value-captureinference-economicsagentic-aiai-labstoken-pricing

Claims

  • Token costs for operators will be materially lower in 2027 than today.
  • Anthropic's ARR grew from $9B to over $44B with gross margins rising from 38% to over 70% in the same period.
  • AI labs are now capturing most of the value in the AI stack, compared to almost none last year.
  • Agentic AI crossed a real inflection point in December 2025, driving step-change demand for tokens.
  • SemiAnalysis's own Anthropic token spend runs at an annualized rate of approximately $10.95 million.

Key quotes

Anthropic's ARR has exploded from $9B to over $44B today, their gross margins on their inference infrastructure have increased from 38% to over 70% over the same period.
The unique phenomenon is that the AI labs are capturing all the value now, from almost none last year.
End users are enjoying a productivity bonanza - tasks that used to take tens of person-hours costing thousands of dollars can now be accomplished in minutes with a just a few dollars' worth of tokens.