Claude Sonnet 5.5 vs GPT-5.4
Claude Sonnet 5.5 
GPT-5.4 Verdict
- Claude Sonnet 5.5 (max) leads on quality: 67.6 vs 64.2.
- Claude Sonnet 5.5 (max) is stronger in agents & tools, coding, composite, knowledge, long context, maths, reasoning.
- GPT-5.4 (xhigh) is stronger in instruction following, multimodal.
- Claude Sonnet 5.5 (max) is 1.4× cheaper ($4.00 vs $5.63 per 1M blended).
- Claude Sonnet 5.5 (max) streams 1.6× faster (141 vs 91 tokens per second).
| Metric | Claude Sonnet 5.5 (max) | GPT-5.4 (xhigh) |
|---|---|---|
| BenchLeader Index | 67.6 | 64.2 |
| Agents & tools score | 69.5 | 63.6 |
| Coding score | 69.8 | 64.7 |
| Composite score | 72.6 | 66.3 |
| Knowledge score | 65.4 | 59.9 |
| Long context score | 66.6 | 66.3 |
| Maths score | 72.9 | 65.4 |
| Reasoning score | 81.1 | 69.5 |
| Instruction following score | – | 72.1 |
| Multimodal score | – | 61.6 |
| Blended price $/M | $4.00 | $5.63 |
| Output speed | 141 tok/s | 91 tok/s |
| Time to first answer | 487.1 s | 154.5 s |
| Context window | 1M | 1.1M |
| GPQA Diamond | 95.6% | 93.3% |
| FrontierMath Tiers 1–3 | 88.8% | 78.6% |
| FrontierMath Tier 4 | 80.5% | 49.0% |
| OTIS Mock AIME | 100.0% | 95.3% |
| SimpleQA Verified | 46.5% | 45.1% |
| Humanity's Last Exam | – | 36.2% |
| Terminal-Bench | 61.8% | – |
| SciCode | 61.0% | 56.6% |
| WeirdML | – | 77.7% |
| APEX-Agents | 75.5% | – |
| ProofBench | 100.0% | 56.0% |
| GSO-Bench | – | 31.4% |
| LMArena Agent | 12 | – |
| LiveBench | 75.7% | 78.0% |
| LiveBench Reasoning | 91.6% | 88.1% |
| LiveBench Coding | 91.4% | 77.5% |
| LiveBench Agentic Coding | 56.3% | 53.8% |
| LiveBench Mathematics | 96.1% | 94.2% |
| LiveBench Data Analysis | 59.5% | 79.3% |
| LiveBench Language | 78.0% | 82.6% |
| LiveBench Instruction Following | 56.8% | 70.2% |
| AA Intelligence Index v4.3.2 | 56 | 39.0 |
| IFBench | – | 74.0% |
| AA-LCR | 82.7% | 82.0% |
| MMMU-Pro | – | 78.4% |
| AA-Omniscience | 32.3 | 5.8 |
| Terminal-Bench Hard | – | 57.6% |
| GPQA Diamond (AA) | – | 92.0% |
| Humanity's Last Exam (AA) | 55.0% | 43.7% |
| SciCode (AA) | 61.0% | – |
| τ²-Bench Telecom (AA) | – | 87.1% |
| AIME (Vals) | – | 96.7% |
| LiveCodeBench | – | 84.1% |
| MMLU-Pro | – | 87.5% |
| LegalBench | – | 86.0% |
| CorpFin | – | 65.3% |
| TaxEval | – | 74.0% |
| MedQA | – | 96.1% |
| SWE-bench (Vals) | – | 78.2% |
| GPQA Diamond (Vals) | – | 91.7% |
| AIME 2026 | – | 99.2% |
| HMMT February 2026 | – | 97.7% |
| MathArena Apex | – | 54.2% |
| SWE-Bench Pro | – | 59.1% |
| MCP Atlas | – | 70.6% |
| ARC-AGI-1 | – | 93.7% |
| ARC-AGI-2 | – | 74.0% |
| CritPt | 31.4% | 23.4% |
| GDPval-AA v2.1 | 67.0% | 37.4% |
| τ³-Banking (AA) | – | 39.6% |
| Analyst Agent (AA) | 57.5% | – |
| APEX-Agents (AA) | – | 33.3% |
| CaseLaw v2 | – | 63.8% |
| Code Migration | – | 35.0% |
| Harvey's Legal Agent Benchmark | – | 0.0% |
| MedCode | – | 41.3% |
| MedScribe | – | 77.5% |
| MMMU-Pro (Vals) | – | 87.5% |
| MortgageTax | – | 68.3% |
| ProgramBench | – | 0.0% |
| SAGE | – | 43.3% |
| SkillsBench | – | 51.7% |
| Vibe Code Bench v1.1 | – | 67.4% |
| SWE-Bench Pro (private) | – | 59.1% |
| SWE Atlas: Codebase QnA | – | 40.8% |
| SWE Atlas: Refactoring | – | 44.3% |
| SWE Atlas: Test Writing | – | 44.4% |
| Chess Puzzles | – | 44.0% |
| EBR-bench | – | 25.4% |
| Mystery Game Puzzles | 65.0% | 37.0% |
| CL-bench | – | 27.9% |
| CL-bench Life | – | 21.7% |
| METR Time Horizons | – | 74.3% |
| DeepSWE v1.1 | – | 51.8% |
| LMCA | – | 52.0% |
| DTBench | – | 94.4% |
| CursorBench | 55.5% | – |
| FrontierSWE | 61.9% | – |
| Terminal-Bench 4.0 (AA) | 63.6% | – |
| Terminal-Bench 2.1 (AA) | – | 78.3% |
| AutomationBench | 71.8% | – |
| GDP.pdf | 25.8% | – |
| MLCR | 75.0% | – |
| Harvey LAB | 2.8% | – |
| AA-Omniscience: accuracy | 54.0% | 50.9% |
| AA-Omniscience: non-hallucination | 53.0% | 8.3% |
| AA-Briefcase v1.1 | 1823 | – |
Data as of 2026-10-11. Best configuration of each model; every score links to its source on the model pages.
Claude Sonnet 5.5 vs GPT-5.4: questions
- Is Claude Sonnet 5.5 better than GPT-5.4?
- Claude Sonnet 5.5 (max) leads on quality: 67.6 vs 64.2. The BenchLeader Index combines every independent quality benchmark; Claude Sonnet 5.5 (max) is ahead overall as of 2026-10-11, but check the category scores for your use.
- Is Claude Sonnet 5.5 better than GPT-5.4 for coding?
- Claude Sonnet 5.5 scores higher in coding (70 vs 65 on the category index, where 50 is average).
- Is Claude Sonnet 5.5 better than GPT-5.4 for agentic tasks?
- Claude Sonnet 5.5 scores higher in agentic tasks (70 vs 64 on the category index, where 50 is average).
- Which is cheaper, Claude Sonnet 5.5 or GPT-5.4?
- Claude Sonnet 5.5 is cheaper: $4.00 against $5.63 per million tokens, blended at three input tokens per output token.
- Which is faster, Claude Sonnet 5.5 or GPT-5.4?
- Claude Sonnet 5.5 streams faster: 141 against 91 output tokens per second.
- Which has the larger context window?
- GPT-5.4 accepts more context: 1.1M against 1M tokens.