Model comparison
Claude 3.5 Sonnet vs o1
o1 is the stronger model overall, scoring 40.9 to 34.6 on the Noometry Index.
Last verified . 45 shared benchmarks.
Summary
- They share 45 benchmarks with published results for both. Claude 3.5 Sonnet scores higher in 1 category and o1 in 9 categories; 10 gaps are clear of the uncertainty.
- The widest gap is in math, where o1 leads 36.1 to 19.2.
- The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 8.5% for Claude 3.5 Sonnet and 73.3% for o1.
Side by side
| Claude 3.5 Sonnet | o1 | |
|---|---|---|
| Provider | Anthropic | OpenAI |
| Noometry Index | 34.6 | 40.9 |
| Released | 2024-06-20 | 2024-09-12 |
| Weights | Proprietary | Proprietary |
| Context window | — | 200K |
| Max output | — | 100K |
| Input $ / M tokens | — | $15 |
| Output $ / M tokens | — | $60 |
| Results tracked | 60 | 52 |
Sponsored placements are available on pages like this one. Advertise on Noometry
Category by category
Coding o1 leads
Claude 3.5 Sonnet: 39.0 (#165), o1: 46.1 (#70)
| Benchmark | Claude 3.5 Sonnet | o1 |
|---|---|---|
| Aider Polyglot | 51.6% | 61.7% |
| WeirdML | 40% | 47.6% |
| LiveBench Coding | 67.1% | 69.7% |
| LMArena Coding | 1342 | 1367 |
| CadEval | 48% | 56% |
| HumanEval+ | 81.7% | 89% |
| MBPP+ | 74.3% | 80.2% |
| GSO | 4.6% | — |
| BigCodeBench Instruct | 46.8% | — |
| BigCodeBench Complete | 58.6% | — |
Agentic & Tool Use Claude 3.5 Sonnet leads
Claude 3.5 Sonnet: 32.3 (#67), o1: 24.6 (#117)
| Benchmark | Claude 3.5 Sonnet | o1 |
|---|---|---|
| Cybench | 17.5% | 10% |
| METR Time Horizons | 45.2% | 51.1% |
| TheAgentCompany | 24% | — |
| BALROG | 32.6% | — |
Reasoning o1 leads
Claude 3.5 Sonnet: 23.1 (#183), o1: 27.9 (#111)
| Benchmark | Claude 3.5 Sonnet | o1 |
|---|---|---|
| SimpleBench | 41.4% | 41.7% |
| EnigmaEval | 0.9% | 5.7% |
| LiveBench Reasoning | 56.7% | 91.6% |
| LMArena Hard Prompts | 1305 | 1371 |
| DTBench | 67.8% | 74.7% |
| LiveBench Data Analysis | 55% | 65.5% |
| Epoch Capabilities Index | 133.55 | 141.91 |
| LiveBench | 59% | 75.7% |
| ARC-AGI-1 | — | 30.7% |
| Chess Puzzles | — | 15% |
| LMCA | — | 22.3% |
| ForecastBench | 60.7 | — |
Math o1 leads
Claude 3.5 Sonnet: 19.2 (#288), o1: 36.1 (#175)
| Benchmark | Claude 3.5 Sonnet | o1 |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 8.5% | 73.3% |
| LiveBench Math | 52.3% | 80.3% |
| LMArena Math | 1307 | 1388 |
| MATH Level 5 | 56.9% | 94.7% |
| FrontierMath (Feb 2025 set) | 2.1% | 9.3% |
| FrontierMath (Tiers 1-3) | — | 14.7% |
| Omni-MATH | 27.6% | — |
| FrontierMath Tier 4 (v1) | 0% | — |
Knowledge o1 leads
Claude 3.5 Sonnet: 28.6 (#245), o1: 41.5 (#110)
| Benchmark | Claude 3.5 Sonnet | o1 |
|---|---|---|
| GPQA Diamond | 55.3% | 76.8% |
| Humanity's Last Exam | 4.1% | 8% |
| Confabulations | 19.9% | 11.7% |
| LMArena Expert | 1265 | 1361 |
| SimpleQA Verified | — | 41.1% |
| MMLU-Pro | 77.7% | — |
| GPQA (HELM) | 56.5% | — |
| MMLU | 87.3% | — |
Multimodal o1 leads
Claude 3.5 Sonnet: 26.5 (#120), o1: 34.2 (#93)
| Benchmark | Claude 3.5 Sonnet | o1 |
|---|---|---|
| LMArena Vision | 1125 | 1168 |
| GeoBench | 62% | 80% |
| VPCT | 33% | 37% |
| Video-MME | 60% | — |
| SpatialViz-Bench | — | 41.4% |
Multilingual o1 leads
Claude 3.5 Sonnet: 43.2 (#185), o1: 48.6 (#142)
| Benchmark | Claude 3.5 Sonnet | o1 |
|---|---|---|
| LMArena Non-English | 1283 | 1358 |
| LMArena Chinese | 1272 | 1394 |
| LMArena French | 1305 | 1344 |
| LMArena German | 1297 | 1337 |
| LMArena Japanese | 1234 | 1346 |
| LMArena Korean | 1200 | 1396 |
| LMArena Russian | 1306 | 1356 |
| LMArena Spanish | 1290 | 1345 |
Instruction Following o1 leads
Claude 3.5 Sonnet: 68.8 (#182), o1: 74.8 (#86)
| Benchmark | Claude 3.5 Sonnet | o1 |
|---|---|---|
| LiveBench Instruction Following | 69.3% | 81.5% |
| LMArena Instruction Following | 1297 | 1367 |
| IFEval | 85.5% | — |
Long Context o1 leads
Claude 3.5 Sonnet: 39.9 (#167), o1: 50.3 (#9)
| Benchmark | Claude 3.5 Sonnet | o1 |
|---|---|---|
| LMArena Longer Query | 1311 | 1378 |
| Fiction.LiveBench | — | 83.3% |
Writing & Preference o1 leads
Claude 3.5 Sonnet: 52.9 (#164), o1: 55.6 (#144)
| Benchmark | Claude 3.5 Sonnet | o1 |
|---|---|---|
| LMArena Text | 1298 | 1366 |
| LMArena Creative Writing | 1292 | 1348 |
| Short-Story Creative Writing | 80.3% | 70.2% |
| LMArena Multi-Turn | 1326 | 1369 |
| LiveBench Language | 53.8% | 65.4% |
| EQ-Bench Creative Writing | 1451 | — |
| WildBench | 79.2% | — |
Frequently asked questions
Is Claude 3.5 Sonnet better than o1?
o1 is the stronger model overall, scoring 40.9 to 34.6 on the Noometry Index.
Is Claude 3.5 Sonnet or o1 better for coding?
o1 scores higher on coding benchmarks: 46.1 versus 39.0 in the Noometry coding category.
How many benchmarks do Claude 3.5 Sonnet and o1 share?
45 benchmarks have published results for both models. Claude 3.5 Sonnet has 60 scored results on Noometry and o1 has 52.