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GPT-5.1 Codex (high) vs Claude 4.1 Opus (Non-reasoning)
OpenAI vs Anthropic — side-by-side benchmark comparison
| GPT-5.1 Codex (high) | Claude 4.1 Opus (Non-reasoning) | |
|---|---|---|
| Intelligence Index | 43.1 | 36.0 |
| Coding Index | 36.6 | — |
| Math Index | 95.7 | — |
| Output speed (tok/s) | 182.1 | 44.7 |
| Blended price ($/1M) | $3.44 | $32.81 |
| Time to first token (s) | 5.42s | 1.63s |
| aime | — | — |
| aime 25 | 95.7% | — |
| artificial analysis coding index | 36.60 | — |
| artificial analysis intelligence index | 43.10 | 36.00 |
| artificial analysis math index | 95.70 | — |
| gpqa | 86.0% | — |
| hle | 23.4% | — |
| ifbench | 70.0% | — |
| lcr | 67.3% | — |
| livecodebench | 84.9% | — |
| math 500 | — | — |
| mmlu pro | 86.0% | — |
| scicode | 40.2% | — |
| tau2 | 83.0% | — |
| terminalbench hard | 34.8% | — |
Benchmark data from Artificial Analysis.