Model comparison
Claude Sonnet 4.5 vs GPT-5.4 mini
Claude Sonnet 4.5 and GPT-5.4 mini score almost the same on the Noometry Index (44.1 vs 45.0), so choose on price, context window or the category you care about most.
Last verified . 43 shared benchmarks.
Summary
- They share 43 benchmarks with published results for both. Claude Sonnet 4.5 scores higher in 6 categories and GPT-5.4 mini in 4 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in math, where GPT-5.4 mini leads 45.5 to 32.3.
- The biggest single-benchmark swing is FrontierMath (Tiers 1-3): 23.9% for Claude Sonnet 4.5 and 51.2% for GPT-5.4 mini.
- GPT-5.4 mini is cheaper at $0.75 / $4.50 per million input/output tokens, against $3 / $15 for Claude Sonnet 4.5.
- GPT-5.4 mini accepts more context: 400K tokens versus 200K.
Side by side
| Claude Sonnet 4.5 | GPT-5.4 mini | |
|---|---|---|
| Provider | Anthropic | OpenAI |
| Noometry Index | 44.1 | 45.0 |
| Released | 2025-09-29 | 2026-03-17 |
| Weights | Proprietary | Proprietary |
| Context window | 200K | 400K |
| Max output | 64K | 128K |
| Input $ / M tokens | $3 | $0.75 |
| Output $ / M tokens | $15 | $4.50 |
| Results tracked | 73 | 46 |
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Category by category
Coding Claude Sonnet 4.5 leads
Claude Sonnet 4.5: 47.3 (#61), GPT-5.4 mini: 45.2 (#72)
| Benchmark | Claude Sonnet 4.5 | GPT-5.4 mini |
|---|---|---|
| LMArena WebDev | 1393 | 1397 |
| SciCode | 44.7% | 49.9% |
| WeirdML | 47.7% | 60.3% |
| LMArena Coding | 1489 | 1438 |
| ALE-Bench | 796.15 | 1,189 |
| SWE-bench Verified | 71.3% | — |
| FrontierCode | — | 27% |
| SWE-bench Verified (bash only) | 71.4% | — |
| SWE-bench Multilingual | 67% | — |
| GSO | 14.7% | — |
| AlgoTune | 1.52 | — |
Agentic & Tool Use Claude Sonnet 4.5 leads
Claude Sonnet 4.5: 38.3 (#32), GPT-5.4 mini: 29.9 (#81)
| Benchmark | Claude Sonnet 4.5 | GPT-5.4 mini |
|---|---|---|
| DeepResearch Bench | 52.6% | 36.3% |
| Terminal-Bench | 46.5% | — |
| Berkeley Function Calling Leaderboard | 73.2% | — |
| GDPval | 42.5% | — |
| Remote Labor Index | 2.1% | — |
| τ²-bench Airline | 72% | — |
| τ²-bench Banking | 25.3% | — |
| τ²-bench Retail | 72.4% | — |
| τ²-bench Telecom | 84.9% | — |
| Cybench | 60% | — |
| OSWorld | 62.9% | — |
| LMArena Search | 1159 | — |
| METR Time Horizons | 67.4% | — |
| Vending-Bench 2 | 3,839 | — |
Reasoning GPT-5.4 mini leads
Claude Sonnet 4.5: 26.9 (#125), GPT-5.4 mini: 30.4 (#85)
| Benchmark | Claude Sonnet 4.5 | GPT-5.4 mini |
|---|---|---|
| ARC-AGI-2 | 13.6% | 18.9% |
| Kagi LLM Benchmark | 57.9% | 37.9% |
| NYT Connections (extended) | 37.3% | 61.8% |
| ARC-AGI-1 | 63.7% | 63.7% |
| CritPt | 1.1% | 10% |
| Chess Puzzles | 12% | 24% |
| LMArena Hard Prompts | 1462 | 1424 |
| Mystery Game Puzzles | 17% | 11% |
| DTBench | 83.2% | 80% |
| LMCA | 38.8% | 40.8% |
| Epoch Capabilities Index | 146.84 | 148.84 |
| ForecastBench | 61.9 | 57 |
| SimpleBench | 54.3% | — |
| EnigmaEval | 6% | — |
| Thematic Generalization | — | 61.7% |
| EBR-Bench | 2.4% | — |
Math GPT-5.4 mini leads
Claude Sonnet 4.5: 32.3 (#216), GPT-5.4 mini: 45.5 (#75)
| Benchmark | Claude Sonnet 4.5 | GPT-5.4 mini |
|---|---|---|
| FrontierMath (Tiers 1-3) | 23.9% | 51.2% |
| FrontierMath Tier 4 | 2.4% | 9.8% |
| OTIS Mock AIME 2024-2025 | 77.8% | 88.9% |
| ProofBench | 19% | 21% |
| LMArena Math | 1449 | 1419 |
| FrontierMath (Feb 2025 set) | 15.2% | 28.3% |
| FrontierMath Tier 4 (v1) | 4.2% | 2.1% |
| Omni-MATH | 55.3% | — |
| MATH Level 5 | 97.7% | — |
Knowledge GPT-5.4 mini leads
Claude Sonnet 4.5: 48.4 (#76), GPT-5.4 mini: 51.5 (#67)
| Benchmark | Claude Sonnet 4.5 | GPT-5.4 mini |
|---|---|---|
| GPQA Diamond | 82.3% | 86.9% |
| SimpleQA Verified | 30.7% | 29.4% |
| Vectara Hallucination Rate | 12% | 5.5% |
| LMArena Expert | 1482 | 1435 |
| Humanity's Last Exam | 13.7% | — |
| MMLU-Pro | 86.9% | — |
| GPQA (HELM) | 68.6% | — |
Multimodal GPT-5.4 mini leads
Claude Sonnet 4.5: 34.8 (#89), GPT-5.4 mini: 39.7 (#56)
| Benchmark | Claude Sonnet 4.5 | GPT-5.4 mini |
|---|---|---|
| LMArena Vision | — | 1245 |
| VPCT | 39.8% | — |
| LMArena Document | 1450 | — |
Multilingual Claude Sonnet 4.5 leads
Claude Sonnet 4.5: 53.4 (#69), GPT-5.4 mini: 51.9 (#96)
| Benchmark | Claude Sonnet 4.5 | GPT-5.4 mini |
|---|---|---|
| LMArena Non-English | 1425 | 1405 |
| LMArena Chinese | 1459 | 1446 |
| LMArena French | 1458 | 1440 |
| LMArena German | 1427 | 1409 |
| LMArena Japanese | 1390 | 1374 |
| LMArena Korean | 1403 | 1368 |
| LMArena Russian | 1437 | 1417 |
| LMArena Spanish | 1457 | 1405 |
Instruction Following Too close to call
Claude Sonnet 4.5: 75.0 (#78), GPT-5.4 mini: 74.1 (#102)
| Benchmark | Claude Sonnet 4.5 | GPT-5.4 mini |
|---|---|---|
| LMArena Instruction Following | 1459 | 1405 |
| IFEval | 85% | — |
Long Context Claude Sonnet 4.5 leads
Claude Sonnet 4.5: 45.2 (#46), GPT-5.4 mini: 43.0 (#112)
| Benchmark | Claude Sonnet 4.5 | GPT-5.4 mini |
|---|---|---|
| LMArena Longer Query | 1476 | 1407 |
Writing & Preference Claude Sonnet 4.5 leads
Claude Sonnet 4.5: 66.5 (#34), GPT-5.4 mini: 64.0 (#58)
| Benchmark | Claude Sonnet 4.5 | GPT-5.4 mini |
|---|---|---|
| LMArena Text | 1439 | 1412 |
| LMArena Creative Writing | 1442 | 1370 |
| EQ-Bench Creative Writing | 1678 | 1665 |
| LMArena Multi-Turn | 1465 | 1429 |
| WildBench | 85.4% | — |
Frequently asked questions
Is Claude Sonnet 4.5 better than GPT-5.4 mini?
Claude Sonnet 4.5 and GPT-5.4 mini score almost the same on the Noometry Index (44.1 vs 45.0), so choose on price, context window or the category you care about most.
Which is cheaper, Claude Sonnet 4.5 or GPT-5.4 mini?
GPT-5.4 mini is cheaper. It lists at $0.75 per million input tokens and $4.50 per million output tokens; Claude Sonnet 4.5 lists at $3 and $15.
Is Claude Sonnet 4.5 or GPT-5.4 mini better for coding?
Claude Sonnet 4.5 scores higher on coding benchmarks: 47.3 versus 45.2 in the Noometry coding category.
Which has the bigger context window?
GPT-5.4 mini does, with 400K tokens against 200K.
How many benchmarks do Claude Sonnet 4.5 and GPT-5.4 mini share?
43 benchmarks have published results for both models. Claude Sonnet 4.5 has 73 scored results on Noometry and GPT-5.4 mini has 46.