Back-of-envelope: $200 Claude Max at full usage equals $2k-$4k of API value, implying negative margins

AaronBergman18 · x · 2026-09-12

A developer ran the numbers on AI subscription pricing: a $200/month Claude plan, if maxed out, delivers roughly $2,000-$4,000 worth of usage at standard API rates — meaning Anthropic loses money on heavy users even with 40% API margins (per the author). Codex looks more generous but is less so on a per-token basis, and OpenAI is also losing money on it. The suggested rationale: subsidizing individual users drives broad proliferation that occasionally converts into massive enterprise contracts.

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