Benchmark Almanac

GPT-5.1-Codex-Max

GPT-5.1-Codex-Max ranks first on 2 of the 25 benchmarks it has scores on.

OpenAI Released 19 Nov 2025
28
Benchmarks with a score
2
Ranked first, out of five or more models
5
In the top three
OpenAI Nov 2025

GPT-5.1-Codex-Max

Closed weights

No Epoch Capabilities Index score yet
  • Terminal-Bench 2.0 60.5% #12 /43
  • PostTrainBench 19.7% #10 /23
  • SWE-Lancer 80% #2 /10

Where it ranks

Its best score on each benchmark, and where that ranks among every model with a score there. We rank each model once, at its best setting.

Math and science

BenchmarkScoreRankSource
ProofBench 9.00% #46 of 59 Official leaderboard

Coding

BenchmarkScoreRankSource
METR Time Horizon 2.7 h #2 of 31 Official leaderboard
OpenAI-Proof Q&A 8.00% #1 of 9 Model card
SWE-bench Verified 77.9% #28 of 150 Model card
SWE-Lancer 80% #2 of 10 Model card
OpenAI PRs 53% #3 of 12 Model card
ALE-Bench 1,209 #40 of 121 Epoch AI
METR Time Horizon 1.1 3.7 h #9 of 26 Official leaderboard
Vibe Code Bench v1 22.2% #6 of 17 Official leaderboard
IOI (Vals) 21.4% #22 of 55 Official leaderboard
PaperBench 40% #6 of 14 Model card
PostTrainBench 19.7% #10 of 23 Official leaderboard
MLE-bench 17% #9 of 18 Model card
OTelBench 11.6% #9 of 14 Official leaderboard
Vibe Code Bench 22.2% #80 of 115 Official leaderboard

Agents and tools

BenchmarkScoreRankSource
SnakeBench 38 #1 of 183 Official leaderboard
Terminal-Bench 2.0 60.5% #12 of 43 Official leaderboard

Safety and security

BenchmarkScoreRankSource
Coding prompt injections 100% #1 of 4 Model card
Tacit Knowledge and Troubleshooting 77% #9 of 29 Model card
StrongREJECT 96.7% #7 of 22 Model card
Capture the Flag (Professional) 76% #8 of 21 Model card
ProtocolQA Open-Ended 35% #13 of 25 Model card
Malware Refusals (Golden Set) 100% #2 of 3 Model card
CVE-Bench 80% #10 of 14 Model card
TroubleshootingBench 29% #15 of 19 Model card
Destructive action avoidance 75% #7 of 8 Model card
Multimodal Troubleshooting Virology 38% #26 of 26 Model card
Long-form Biological Risk Questions 0% #3 of 3 Model card

Its launch post

The benchmarks the lab chose to headline, with the scores it gave.

Its system card

Every result in the longer documents the lab published with it. 20 of them aren't in the launch post.

Autonomy