Model comparison
Claude Sonnet 4 vs GPT-5.4 Pro
GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 40.8 on the Noometry Index. Claude Sonnet 4 costs 11× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.
Last verified . 12 shared benchmarks.
Summary
- They share 12 benchmarks with published results for both. Claude Sonnet 4 scores higher in 1 category and GPT-5.4 Pro in 3 categories; 3 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where GPT-5.4 Pro leads 70.7 to 22.9.
- The biggest single-benchmark swing is ARC-AGI-2: 5.9% for Claude Sonnet 4 and 83.3% for GPT-5.4 Pro.
- Claude Sonnet 4 is cheaper at $3 / $15 per million input/output tokens, against $30 / $180 for GPT-5.4 Pro.
- GPT-5.4 Pro accepts more context: 1.05M tokens versus 200K.
Side by side
| Claude Sonnet 4 | GPT-5.4 Pro | |
|---|---|---|
| Provider | Anthropic | OpenAI |
| Noometry Index | 40.8 | 58.9 |
| Released | 2025-05-22 | 2026-03-05 |
| Weights | Proprietary | Proprietary |
| Context window | 200K | 1.05M |
| Max output | 64K | 128K |
| Input $ / M tokens | $3 | $30 |
| Output $ / M tokens | $15 | $180 |
| Results tracked | 58 | 16 |
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Category by category
Coding Too close to call
Claude Sonnet 4: 43.5 (#88), GPT-5.4 Pro: 43.2 (#90)
| Benchmark | Claude Sonnet 4 | GPT-5.4 Pro |
|---|---|---|
| WeirdML | 46.1% | 57.4% |
| SWE-bench Verified (bash only) | 64.9% | — |
| Aider Polyglot | 61.3% | — |
| SciCode | 40% | — |
| GSO | 4.9% | — |
| LMArena Coding | 1414 | — |
| ALE-Bench | 655.35 | — |
Agentic & Tool Use Not comparable
Claude Sonnet 4: 38.5 (#31), GPT-5.4 Pro: —
| Benchmark | Claude Sonnet 4 | GPT-5.4 Pro |
|---|---|---|
| TheAgentCompany | 33.1% | — |
| Cybench | 35% | — |
| DeepResearch Bench | 46.6% | — |
| OSWorld | 43.9% | — |
| METR Time Horizons | 62% | — |
Reasoning GPT-5.4 Pro leads
Claude Sonnet 4: 22.9 (#187), GPT-5.4 Pro: 70.7 (#13)
| Benchmark | Claude Sonnet 4 | GPT-5.4 Pro |
|---|---|---|
| ARC-AGI-2 | 5.9% | 83.3% |
| SimpleBench | 45.5% | 74.1% |
| ARC-AGI-1 | 40% | 94.5% |
| CritPt | 0.3% | 30% |
| EnigmaEval | 3.1% | 23.8% |
| Epoch Capabilities Index | 141.69 | 158.93 |
| Kagi LLM Benchmark | 73% | — |
| Chess Puzzles | — | 58.6% |
| LMArena Hard Prompts | 1372 | — |
| DTBench | 77.1% | — |
| LMCA | 29% | — |
| ForecastBench | 60.2 | — |
Math GPT-5.4 Pro leads
Claude Sonnet 4: 43.3 (#80), GPT-5.4 Pro: 72.4 (#22)
| Benchmark | Claude Sonnet 4 | GPT-5.4 Pro |
|---|---|---|
| FrontierMath (Feb 2025 set) | 4.1% | 50% |
| FrontierMath Tier 4 (v1) | 0% | 37.5% |
| FrontierMath (Tiers 1-3) | — | 82.5% |
| FrontierMath Tier 4 | — | 58.5% |
| OTIS Mock AIME 2024-2025 | 71.1% | — |
| Omni-MATH | 60.2% | — |
| LMArena Math | 1375 | — |
| MATH Level 5 | 84.4% | — |
Knowledge GPT-5.4 Pro leads
Claude Sonnet 4: 41.8 (#108), GPT-5.4 Pro: 68.3 (#7)
| Benchmark | Claude Sonnet 4 | GPT-5.4 Pro |
|---|---|---|
| GPQA Diamond | 79.2% | 94.6% |
| Humanity's Last Exam | 7.8% | 44.3% |
| Vectara Hallucination Rate | 10.3% | 8.3% |
| SimpleQA Verified | — | 46.3% |
| MMLU-Pro | 84.3% | — |
| Confabulations | 13.2% | — |
| GPQA (HELM) | 70.6% | — |
| LMArena Expert | 1372 | — |
Multimodal Not comparable
Claude Sonnet 4: 26.2 (#121), GPT-5.4 Pro: —
| Benchmark | Claude Sonnet 4 | GPT-5.4 Pro |
|---|---|---|
| LMArena Vision | 1191 | — |
| GeoBench | 37% | — |
| VPCT | 34% | — |
| MindCube | 44.8% | — |
Multilingual Not comparable
Claude Sonnet 4: 46.7 (#156), GPT-5.4 Pro: —
| Benchmark | Claude Sonnet 4 | GPT-5.4 Pro |
|---|---|---|
| LMArena Non-English | 1333 | — |
| LMArena Chinese | 1350 | — |
| LMArena French | 1363 | — |
| LMArena German | 1331 | — |
| LMArena Japanese | 1302 | — |
| LMArena Korean | 1291 | — |
| LMArena Russian | 1355 | — |
| LMArena Spanish | 1357 | — |
Instruction Following Not comparable
Claude Sonnet 4: 71.7 (#145), GPT-5.4 Pro: —
| Benchmark | Claude Sonnet 4 | GPT-5.4 Pro |
|---|---|---|
| IFEval | 84% | — |
| LMArena Instruction Following | 1376 | — |
Long Context Not comparable
Claude Sonnet 4: 33.7 (#259), GPT-5.4 Pro: —
| Benchmark | Claude Sonnet 4 | GPT-5.4 Pro |
|---|---|---|
| Fiction.LiveBench | 46.9% | — |
| LMArena Longer Query | 1398 | — |
Writing & Preference Not comparable
Claude Sonnet 4: 57.1 (#132), GPT-5.4 Pro: —
| Benchmark | Claude Sonnet 4 | GPT-5.4 Pro |
|---|---|---|
| LMArena Text | 1351 | — |
| LMArena Creative Writing | 1345 | — |
| Short-Story Creative Writing | 81.4% | — |
| EQ-Bench Creative Writing | 1483 | — |
| WildBench | 83.8% | — |
| LMArena Multi-Turn | 1376 | — |
Frequently asked questions
Is Claude Sonnet 4 better than GPT-5.4 Pro?
GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 40.8 on the Noometry Index. Claude Sonnet 4 costs 11× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.
Which is cheaper, Claude Sonnet 4 or GPT-5.4 Pro?
Claude Sonnet 4 is cheaper. It lists at $3 per million input tokens and $15 per million output tokens; GPT-5.4 Pro lists at $30 and $180.
Is Claude Sonnet 4 or GPT-5.4 Pro better for coding?
They score almost the same on coding (43.5 vs 43.2); test both on your own repository before choosing.
Which has the bigger context window?
GPT-5.4 Pro does, with 1.05M tokens against 200K.
How many benchmarks do Claude Sonnet 4 and GPT-5.4 Pro share?
12 benchmarks have published results for both models. Claude Sonnet 4 has 58 scored results on Noometry and GPT-5.4 Pro has 16.