The claim that Codex CLI saves 4x-15x tokens looks weak

Gemini gave a very large estimate for the difference between and the graphical app, saying the CLI could save 4x to 15x more tokens. The replies mostly treated that number as doubtful.

Gemini is unlikely to have special inside knowledge about how counts usage across the CLI and app. One practical objection is that if the CLI were truly 15 times more efficient, far fewer people would keep using the graphical app.

Another response warned that Gemini can be unreliable for factual claims, so this kind of answer should be checked against Claude, Codex, and official information. A further guess was that the graphical app may simply be a around the CLI, which would make a huge token gap less likely.

Key points

  • Gemini’s claim that saves 4x to 15x tokens was treated as suspicious.
  • Replies questioned whether Gemini could know ’s real usage details.
  • A 15x efficiency gap would likely make the graphical app much less attractive.
  • Several AI tools or official sources should be used to check claims about limits and cost.
  • The graphical app may be a around the CLI, so a huge token gap may not make sense.
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