Comparing Anthropic vs OpenAI token counts is flawed: tokenizer efficiency differs

JoshPurtell · x · 2026-10-06

Continuing his thread on Codex subscription subsidies, Josh Purtell criticizes an analysis article for directly comparing token counts between Anthropic and OpenAI models — despite Anthropic admitting its tokenizer isn't especially "efficient."

His point: cross-provider cost analyses built on raw token counts are unreliable; any breakeven calculation between subscription and API pricing must first normalize the measurement basis.

Related event: Developer Analysis Suggests Codex Subscription May Be Implicitly Subsidized by API Revenue(2 posts)→

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