Model comparison

GPT-5.1-Codex vs o1-pro

GPT-5.1-Codex is the stronger model overall, scoring 38.6 to 31.5 on the Noometry Index.

Last verified . 0 shared benchmarks.

GPT-5.1-Codex OpenAI

38.6

Rank #186 Reported

o1-pro OpenAI

31.5

Rank #271 Reported

Summary

  • GPT-5.1-Codex is cheaper at $1.25 / $10 per million input/output tokens, against $150 / $600 for o1-pro.
  • GPT-5.1-Codex accepts more context: 400K tokens versus 200K.

Side by side

GPT-5.1-Codex and o1-pro specifications
GPT-5.1-Codexo1-pro
ProviderOpenAIOpenAI
Noometry Index38.631.5
Released2025-11-122025-03-19
WeightsProprietaryProprietary
Context window400K200K
Max output128K100K
Input $ / M tokens$1.25$150
Output $ / M tokens$10$600
Results tracked63

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Category by category

Coding Not comparable

GPT-5.1-Codex: 41.9 (#116), o1-pro: —

Coding benchmarks
BenchmarkGPT-5.1-Codexo1-pro
SWE-bench Verified (bash only)66%—
LMArena WebDev1337—
ALE-Bench1,245—

Agentic & Tool Use Not comparable

GPT-5.1-Codex: 38.0 (#33), o1-pro: —

Agentic & Tool Use benchmarks
BenchmarkGPT-5.1-Codexo1-pro
Terminal-Bench60.4%—
METR Time Horizons70.8%—

Reasoning Not comparable

GPT-5.1-Codex: —, o1-pro: 20.4 (#239)

Reasoning benchmarks
BenchmarkGPT-5.1-Codexo1-pro
ARC-AGI-1—23.3%
EnigmaEval—6.1%

Math Not comparable

GPT-5.1-Codex: 30.3 (#235), o1-pro: —

Math benchmarks
BenchmarkGPT-5.1-Codexo1-pro
ProofBench9%—

Knowledge Not comparable

GPT-5.1-Codex: —, o1-pro: 29.7 (#234)

Knowledge benchmarks
BenchmarkGPT-5.1-Codexo1-pro
Humanity's Last Exam—8.1%

Frequently asked questions

Is GPT-5.1-Codex better than o1-pro?

GPT-5.1-Codex is the stronger model overall, scoring 38.6 to 31.5 on the Noometry Index.

Which is cheaper, GPT-5.1-Codex or o1-pro?

GPT-5.1-Codex is cheaper. It lists at $1.25 per million input tokens and $10 per million output tokens; o1-pro lists at $150 and $600.

Which has the bigger context window?

GPT-5.1-Codex does, with 400K tokens against 200K.

How many benchmarks do GPT-5.1-Codex and o1-pro share?

0 benchmarks have published results for both models. GPT-5.1-Codex has 6 scored results on Noometry and o1-pro has 3.

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