Model comparison
GPT-5.1-Codex-Max vs GPT-5 (high)
Head-to-head evidence from 13 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: GPT-5.1-Codex-Max #90 (Estimated); GPT-5 (high) #63 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. GPT-5.1-Codex-Max and GPT-5 (high) share 13 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to GPT-5.1-Codex-Max; 7 to GPT-5 (high).
Updated July 20, 2026- Shared results
- 13
- GPT-5.1-Codex-Max only
- 0
- GPT-5 (high) only
- 7
- Comparable categories
- 0 / 8
Benchmark data for GPT-5.1-Codex-Max and GPT-5 (high) is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 13 shared benchmark results across 6 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.
GPT-5.1-Codex-Max has the larger context window at 400K, compared with 128K for GPT-5 (high).
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | GPT-5.1-Codex-Max | GPT-5 (high) | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | GPT-5.1-Codex-Max$1.25 input / $10 output | GPT-5 (high)$1.25 input / $10 output | Listed prices are equal. |
| Generation speedtokens per second | GPT-5.1-Codex-MaxNot available | GPT-5 (high)83 tok/s | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | GPT-5.1-Codex-MaxNot available | GPT-5 (high)36.28 s | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | GPT-5.1-Codex-Max400K | GPT-5 (high)128K | GPT-5.1-Codex-Max lists the larger context window. |
Benchmark Deep Dive
Agentic5 benchmarks
Coding3 benchmarks
Reasoning2 benchmarks
Knowledge6 benchmarks
| Benchmark | GPT-5.1-Codex-Max | GPT-5 (high) | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 34.7% | 34.7% | GPT-5.1-Codex-Max leads |
| AA-GPQA DiamondSource | 86.0% | 85.4% | GPT-5.1-Codex-Max leads |
| AA-HLESource | 23.4% | 26.5% | GPT-5 (high) leads |
| AA-Omniscience IndexSource | -6.0% | -8.1% | GPT-5.1-Codex-Max leads |
| AA-Omniscience AccuracySource | 39.2% | 40.7% | GPT-5 (high) leads |
| AA-Omniscience Hallucination RateSource | 74.4% | 82.1% | GPT-5.1-Codex-Max leads |
Math1 benchmarks
| Benchmark | GPT-5.1-Codex-Max | GPT-5 (high) | Result |
|---|---|---|---|
| AA MATH-500Source | — | 99.4% | Not comparable |
Multimodal2 benchmarks
Inst. Following1 benchmarks
| Benchmark | GPT-5.1-Codex-Max | GPT-5 (high) | Result |
|---|---|---|---|
| AA-IFBenchSource | 70.0% | 73.1% | GPT-5 (high) leads |
Frequently Asked Questions (3)
Can I compare GPT-5.1-Codex-Max and GPT-5 (high) 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 GPT-5.1-Codex-Max and GPT-5 (high) today?
GPT-5.1-Codex-Max: $1.25 input / $10.00 output per 1M tokens GPT-5 (high): $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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