Model comparison
Claude Opus 5 vs GPT-5.4 Pro
Claude Opus 5 is the stronger model overall, scoring 67.8 to 58.9 on the Noometry Index.
Last verified . 11 shared benchmarks.
Summary
- They share 11 benchmarks with published results for both. Claude Opus 5 scores higher in 3 categories and GPT-5.4 Pro in 1 category; 4 gaps are clear of the uncertainty.
- The widest gap is in coding, where Claude Opus 5 leads 67.5 to 43.2.
- The biggest single-benchmark swing is WeirdML: 91.8% for Claude Opus 5 and 57.4% for GPT-5.4 Pro.
- Claude Opus 5 is cheaper at $5 / $25 per million input/output tokens, against $30 / $180 for GPT-5.4 Pro.
- GPT-5.4 Pro accepts more context: 1.05M tokens versus 1M.
Side by side
| Claude Opus 5 | GPT-5.4 Pro | |
|---|---|---|
| Provider | Anthropic | OpenAI |
| Noometry Index | 67.8 | 58.9 |
| Released | 2026-07-24 | 2026-03-05 |
| Weights | Proprietary | Proprietary |
| Context window | 1M | 1.05M |
| Max output | 128K | 128K |
| Input $ / M tokens | $5 | $30 |
| Output $ / M tokens | $25 | $180 |
| Results tracked | 57 | 16 |
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Category by category
Coding Claude Opus 5 leads
Claude Opus 5: 67.5 (#5), GPT-5.4 Pro: 43.2 (#90)
| Benchmark | Claude Opus 5 | GPT-5.4 Pro |
|---|---|---|
| WeirdML | 91.8% | 57.4% |
| DeepSWE | 73.6% | — |
| FrontierCode | 53.4% | — |
| CursorBench | 46.6% | — |
| LMArena WebDev | 1691 | — |
| FrontierSWE | 52% | — |
| SciCode | 56.4% | — |
| LMArena Coding | 1534 | — |
| ALE-Bench | 2,165 | — |
Agentic & Tool Use Not comparable
Claude Opus 5: 55.6 (#1), GPT-5.4 Pro: —
| Benchmark | Claude Opus 5 | GPT-5.4 Pro |
|---|---|---|
| APEX-Agents | 65.8% | — |
| OSWorld 2.0 | 31.4% | — |
| τ²-bench Banking | 48.7% | — |
| PostTrainBench | 35% | — |
| BALROG | 63.4% | — |
| GBAEval | 79.6% | — |
| GDP.pdf | 24% | — |
| Vending-Bench 2 | 11,182 | — |
Reasoning Claude Opus 5 leads
Claude Opus 5: 77.2 (#4), GPT-5.4 Pro: 70.7 (#13)
| Benchmark | Claude Opus 5 | GPT-5.4 Pro |
|---|---|---|
| ARC-AGI-2 | 90.4% | 83.3% |
| SimpleBench | 80.6% | 74.1% |
| ARC-AGI-1 | 97.5% | 94.5% |
| CritPt | 29.1% | 30% |
| Chess Puzzles | 42% | 58.6% |
| Epoch Capabilities Index | 162.78 | 158.93 |
| NYT Connections (extended) | 94.3% | — |
| EnigmaEval | — | 23.8% |
| EBR-Bench | 45.7% | — |
| LMArena Hard Prompts | 1526 | — |
| Mystery Game Puzzles | 59% | — |
| DTBench | 97.9% | — |
| LMCA | 64.5% | — |
| Bench to the Future 3 | 0.12 | — |
Math Claude Opus 5 leads
Claude Opus 5: 86.2 (#8), GPT-5.4 Pro: 72.4 (#22)
| Benchmark | Claude Opus 5 | GPT-5.4 Pro |
|---|---|---|
| FrontierMath (Tiers 1-3) | 85.6% | 82.5% |
| FrontierMath Tier 4 | 73.2% | 58.5% |
| OTIS Mock AIME 2024-2025 | 98.9% | — |
| ProofBench | 99% | — |
| LMArena Math | 1531 | — |
| FrontierMath (Feb 2025 set) | — | 50% |
| FrontierMath Tier 4 (v1) | — | 37.5% |
Knowledge GPT-5.4 Pro leads
Claude Opus 5: 66.8 (#9), GPT-5.4 Pro: 68.3 (#7)
| Benchmark | Claude Opus 5 | GPT-5.4 Pro |
|---|---|---|
| GPQA Diamond | 93.9% | 94.6% |
| SimpleQA Verified | 59.9% | 46.3% |
| Humanity's Last Exam | — | 44.3% |
| Vectara Hallucination Rate | — | 8.3% |
| LMArena Expert | 1557 | — |
Multimodal Not comparable
Claude Opus 5: 50.8 (#8), GPT-5.4 Pro: —
| Benchmark | Claude Opus 5 | GPT-5.4 Pro |
|---|---|---|
| LMArena Vision | 1319 | — |
| Blueprint-Bench 2 | 30.4% | — |
| Furniture Assembly | 60.8% | — |
| LMArena Document | 1516 | — |
Multilingual Not comparable
Claude Opus 5: 58.8 (#4), GPT-5.4 Pro: —
| Benchmark | Claude Opus 5 | GPT-5.4 Pro |
|---|---|---|
| LMArena Non-English | 1501 | — |
| LMArena Chinese | 1574 | — |
| LMArena French | 1519 | — |
| LMArena German | 1524 | — |
| LMArena Japanese | 1516 | — |
| LMArena Korean | 1521 | — |
| LMArena Russian | 1507 | — |
| LMArena Spanish | 1519 | — |
Instruction Following Not comparable
Claude Opus 5: 79.2 (#7), GPT-5.4 Pro: —
| Benchmark | Claude Opus 5 | GPT-5.4 Pro |
|---|---|---|
| LMArena Instruction Following | 1517 | — |
Long Context Not comparable
Claude Opus 5: 46.5 (#21), GPT-5.4 Pro: —
| Benchmark | Claude Opus 5 | GPT-5.4 Pro |
|---|---|---|
| LMArena Longer Query | 1515 | — |
Writing & Preference Not comparable
Claude Opus 5: 79.2 (#1), GPT-5.4 Pro: —
| Benchmark | Claude Opus 5 | GPT-5.4 Pro |
|---|---|---|
| LMArena Text | 1507 | — |
| LMArena Creative Writing | 1491 | — |
| EQ-Bench Creative Writing | 2133 | — |
| EQ-Bench 4 | 1385 | — |
| LMArena Multi-Turn | 1499 | — |
Frequently asked questions
Is Claude Opus 5 better than GPT-5.4 Pro?
Claude Opus 5 is the stronger model overall, scoring 67.8 to 58.9 on the Noometry Index.
Which is cheaper, Claude Opus 5 or GPT-5.4 Pro?
Claude Opus 5 is cheaper. It lists at $5 per million input tokens and $25 per million output tokens; GPT-5.4 Pro lists at $30 and $180.
Is Claude Opus 5 or GPT-5.4 Pro better for coding?
Claude Opus 5 scores higher on coding benchmarks: 67.5 versus 43.2 in the Noometry coding category.
Which has the bigger context window?
GPT-5.4 Pro does, with 1.05M tokens against 1M.
How many benchmarks do Claude Opus 5 and GPT-5.4 Pro share?
11 benchmarks have published results for both models. Claude Opus 5 has 57 scored results on Noometry and GPT-5.4 Pro has 16.