Measuring Claude 4.7's tokenizer costs

https://www.claudecodecamp.com/p/i-measured-claude-4-7-s-new-tokenizer-here-s-what-it-costs-you

Article

  • Analysis of Opus 4.7’s new tokenizer showing ~30% more tokens for equivalent code/prose.
  • Higher input token counts translate directly to higher API costs per request.
  • GitHub Copilot’s internal multiplier for 4.7 jumped from 3x to 7.5x.
  • Author argues cost-per-task (not token count) is the correct metric but data is thin.

Discussion

  • namnnumbr and tabbott: token count is wrong metric—cost-per-task and human review time matter more.
  • yuanzhi1203: discovered Anthropic A/B tested routing 4.6 calls to 4.7 silently two weeks prior.
  • montjoy: comparison should be 4.7 xhigh vs 4.6 max, not max vs max—Anthropic recommends xhigh now.
  • Multiple users reporting hitting weekly/5-hour limits dramatically faster than with 4.6.

Discuss on HN


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Added Apr 20, 2026
Modified Apr 20, 2026