Anthropic S-1 math: subscriptions are ~18% of revenue but burn over half the compute

teortaxesTex · x · 2026-10-31

@teortaxesTex runs the numbers on Anthropic's S-1 plus SemiAnalysis margin claims (H1 2026):

Conclusion: subscriptions bring only 20% of revenue yet consume 56% of serving compute; subscription gross margin is 59%; the average subscriber gets 5.2× their payment in API value, while a maxed Opus user gets 58.6× ($11,726 ÷ $200) — average users consume about 9% of what a maxed one does. The estimate is highly sensitive to the 92% margin assumption.

Related event: Analysis: Anthropic Subscriptions Are Loss Leaders, API Margins Hit ~92%(2 posts)→

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