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What $200 a month of Claude or Codex returns in raw tokens

Source
x.com
Date
SemiAnalysis@SemiAnalysis_

We tested Anthropic's $200/mo Claude plan, which can yield up to $8,000/mo💰️💰️, while OpenAI's $200/month plan could yield up to $14,000/month worth of tokens if you exhausted all the weekly limits on long-horizon tasks. This test was done back in June.

Why it matters

Quantifies the gap between subscription pricing and API rates for heavy use — roughly $8,000/month of Claude and up to $14,000 from OpenAI — which changes whether you build on a plan or on the API.

Terms in this piece · Glossary
  • token — The chunk of text a model reads and writes in — roughly three-quarters of a word — and the unit AI usage is billed in.
  • AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
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