Model comparison
Claude 3.5 Sonnet vs GPT-5.1-Codex-Max
Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Claude 3.5 Sonnet #132 (Estimated); GPT-5.1-Codex-Max #90 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Claude 3.5 Sonnet and GPT-5.1-Codex-Max share 0 comparable benchmark results. 0 of 8 categories are comparable. 4 results are unique to Claude 3.5 Sonnet; 13 to GPT-5.1-Codex-Max.
Updated July 21, 2026- Shared results
- 0
- Claude 3.5 Sonnet only
- 4
- GPT-5.1-Codex-Max only
- 13
- Comparable categories
- 0 / 8
Benchmark data for Claude 3.5 Sonnet and GPT-5.1-Codex-Max is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.
Claude 3.5 Sonnet is priced at $3.00 input / $15.00 output per 1M tokens, versus $1.25 input / $10.00 output per 1M tokens for GPT-5.1-Codex-Max. GPT-5.1-Codex-Max has the larger context window at 400K, compared with 200K for Claude 3.5 Sonnet.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Claude 3.5 Sonnet | GPT-5.1-Codex-Max | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Claude 3.5 Sonnet$3 input / $15 output | GPT-5.1-Codex-Max$1.25 input / $10 output | GPT-5.1-Codex-Max has the lower combined listed price. |
| Generation speedtokens per second | Claude 3.5 SonnetNot available | GPT-5.1-Codex-MaxNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Claude 3.5 SonnetNot available | GPT-5.1-Codex-MaxNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Claude 3.5 Sonnet200K | GPT-5.1-Codex-Max400K | GPT-5.1-Codex-Max lists the larger context window. |
Benchmark Deep Dive
Agentic1 benchmarks
| Benchmark | Claude 3.5 Sonnet | GPT-5.1-Codex-Max | Result |
|---|---|---|---|
| τ²-bench resultsSource | — | 83% | Not comparable |
Coding3 benchmarks
Reasoning2 benchmarks
Knowledge7 benchmarks
| Benchmark | Claude 3.5 Sonnet | GPT-5.1-Codex-Max | Result |
|---|---|---|---|
| GPQASource | 59.4% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | — | 34.7% | Not comparable |
| AA-GPQA DiamondSource | — | 86.0% | Not comparable |
| AA-HLESource | — | 23.4% | Not comparable |
| AA-Omniscience IndexSource | — | -6.0% | Not comparable |
| AA-Omniscience AccuracySource | — | 39.2% | Not comparable |
| AA-Omniscience Hallucination RateSource | — | 74.4% | Not comparable |
Math2 benchmarks
Multimodal1 benchmarks
| Benchmark | Claude 3.5 Sonnet | GPT-5.1-Codex-Max | Result |
|---|---|---|---|
| AA-MMMU-ProSource | — | 72.5% | Not comparable |
Inst. Following1 benchmarks
| Benchmark | Claude 3.5 Sonnet | GPT-5.1-Codex-Max | Result |
|---|---|---|---|
| AA-IFBenchSource | — | 70.0% | Not comparable |
Frequently Asked Questions (3)
Can I compare Claude 3.5 Sonnet and GPT-5.1-Codex-Max on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
What data is available for Claude 3.5 Sonnet and GPT-5.1-Codex-Max today?
Claude 3.5 Sonnet: $3.00 input / $15.00 output per 1M tokens GPT-5.1-Codex-Max: $1.25 input / $10.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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