VendorsSEP 07, 2026

Anthropic IPO backers push for revenue-per-token disclosure, rewriting the AI ROI rubric

Pre-IPO investors are pressing Anthropic for revenue per token and revenue per gigawatt — the same unit economics that will shape how every AI vendor gets priced downstream.

BY ELIN BJORKLUND · VENDOR ANALYSIS

Ahead of Anthropic’s anticipated late-September public S-1 filing, pre-IPO investors are pressing the company for two metrics that don’t appear on any conventional software prospectus: revenue per token and revenue per gigawatt. The demand, reported by CryptoBriefing on Sep. 4, signals that the era of pricing AI vendors on ARR multiples alone is closing, and that a new rubric, output quality per dollar of compute, is being written in real time by Morgan Stanley, Goldman Sachs, and JPMorgan bankers.

The numbers behind the pressure are the reason for it. Anthropic’s annualized run rate moved from roughly $9B at the end of 2025 to about $47B in mid-May and roughly $65B by the end of July, per Axios and GraniteShares. Q1 2026 revenue landed at $4.73B. Q2 preliminary revenue exceeded $11.5B, up from $787M a year earlier, a 14.6x jump. Quarterly operating profit came in near $559M, a 5.1% margin. Backers now project a valuation above $2 trillion, with internal 2028 revenue targets of $190B to $200B.

What’s changed underneath is inference economics. SemiAnalysis estimates Opus 4.8 inference gross margins above 85%, up from a 38% baseline earlier in the year. “Anthropic was much more token efficient than OpenAI but OAI has closed some of the gap,” said Gavin Baker of Atreides Management. Harrison Rolfes of Pitchbook noted Opus 4.8 “can have a lower cost per successfully completed task” while getting answers right “the majority of the time.”

That phrase is the point. Cost per successfully completed task is a procurement metric, not a research one, and it’ll migrate downstream faster than most 5-to-30-person teams expect. Ramp’s August AI Index already shows Anthropic reaching 43.5% paid adoption among eligible businesses in July, while the share using cheaper open-weight alternatives climbed from 4.5% in January to 6.1%. Roughly 80% of Anthropic’s revenue is enterprise, with over 1,000 businesses spending at least $1M annually as of April, and Amazon and Alphabet holding roughly 21% and 15% stakes.

Confidentially submitted June 1, the S-1 will make token-level economics legible to public markets. Every AI vendor downstream will be repriced against the same yardstick.

Sources

About the author

Elin Bjorklund

VENDOR ANALYSIS

Elin Bjorklund follows the application-layer AI vendors — productivity, design, creative — with a focus on revenue line breakouts and run-rate disclosures. She does deep reads on vendor financials when companies break out AI-attributable revenue.