CodePanel

GPT-5.3 Codex vs GPT-6.1 Sol

GPT-5.3 Codex reads a 26.2K-token pull request for $0.0459, 13% less than GPT-6.1 Sol ($0.0524). Both sit in the mid-range price tier, so the choice between them is about review quality more than budget.

Side by side

GPT-5.3 Codex and GPT-6.1 Sol side by side
FigureGPT-5.3 CodexGPT-6.1 Sol
Price tierMid-rangeMid-range
Bugs caughtshare of known bugs–89%
False alarmsper clean PR–0.9
Cost per reviewmeasured–$0.0401
Cost per bug caught–$0.0514
Exact linecatches on the expected lines–95%
Review timemean–28s
Typical review calllist price$0.0797$0.0766 (better)
Input / 1M tokens$1.75 (better)$2.00
Output / 1M tokens$14.00$10.00 (better)
Context window400K1.1M

Not benchmarked yet

GPT-5.3 Codex isn't benchmarked yet, so this page compares list prices only. Measured bugs caught, false alarms and a bug-by-bug comparison appear here once both have results.

See measured models