# Claude 3 Sonnet vs Claude Opus 4.1

> Claude Opus 4.1 is the stronger model overall, scoring 41.0 to 29.0 on the Noometry Index.

- Canonical page: https://noometry.com/compare/claude-3-sonnet-vs-claude-opus-4-1
- Last updated: 2026-10-12
- Shared benchmarks: 22

## Summary

- They share 22 benchmarks with published results for both. Claude 3 Sonnet scores higher in 0 categories and Claude Opus 4.1 in 9 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Claude Opus 4.1 leads 42.0 to 21.1.
- The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 2.5% for Claude 3 Sonnet and 68.9% for Claude Opus 4.1.

## Snapshot

| | Claude 3 Sonnet | Claude Opus 4.1 |
|---|---|---|
| Provider | Anthropic | Anthropic |
| Noometry Index | 29.0 | 41.0 |
| Rank | 319 | 142 |
| Context | — | 200K |
| Input $/M | — | $15 |
| Output $/M | — | $75 |
| Weights | Proprietary | Proprietary |

## Coding

- Claude 3 Sonnet: 29.6 (#302)
- Claude Opus 4.1: 44.4 (#73)

| Benchmark | Claude 3 Sonnet | Claude Opus 4.1 |
|---|---|---|
| WeirdML | 10.2% | 45.9% |
| LMArena Coding | 1223 | 1479 |
| SWE-bench Verified | — | 73.3% |
| LMArena WebDev | — | 1390 |
| BigCodeBench Instruct | 42.7% | — |
| BigCodeBench Complete | 53.8% | — |
| ALE-Bench | — | 674.77 |
| AlgoTune | — | 1.34 |
| HumanEval+ | 64% | — |
| MBPP+ | 69.3% | — |

## Agentic & Tool Use

- Claude 3 Sonnet: —
- Claude Opus 4.1: 35.0 (#41)

| Benchmark | Claude 3 Sonnet | Claude Opus 4.1 |
|---|---|---|
| Terminal-Bench | — | 38% |
| GDPval | — | 43.6% |
| Cybench | — | 42% |
| DeepResearch Bench | — | 48.3% |
| LMArena Search | — | 1148 |
| METR Time Horizons | — | 66.8% |

## Reasoning

- Claude 3 Sonnet: 20.5 (#237)
- Claude Opus 4.1: 32.2 (#76)

| Benchmark | Claude 3 Sonnet | Claude Opus 4.1 |
|---|---|---|
| LMArena Hard Prompts | 1197 | 1443 |
| DTBench | 53.6% | 80% |
| Epoch Capabilities Index | 120.7 | 144.12 |
| SimpleBench | — | 60% |
| Chess Puzzles | — | 7% |
| EnigmaEval | — | 7.2% |
| EBR-Bench | — | 7.9% |
| Mystery Game Puzzles | — | 21% |
| LMCA | — | 37.1% |
| ForecastBench | — | 62 |
| WinoGrande | 75.1% | — |

## Math

- Claude 3 Sonnet: 10.7 (#310)
- Claude Opus 4.1: 22.3 (#277)

| Benchmark | Claude 3 Sonnet | Claude Opus 4.1 |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 2.5% | 68.9% |
| LMArena Math | 1213 | 1431 |
| FrontierMath (Tiers 1-3) | — | 12.6% |
| FrontierMath Tier 4 | — | 2.4% |
| MATH Level 5 | 18.2% | — |
| FrontierMath (Feb 2025 set) | — | 7.2% |
| FrontierMath Tier 4 (v1) | — | 4.2% |

## Knowledge

- Claude 3 Sonnet: 21.1 (#276)
- Claude Opus 4.1: 42.0 (#101)

| Benchmark | Claude 3 Sonnet | Claude Opus 4.1 |
|---|---|---|
| GPQA Diamond | 40.6% | 77.3% |
| LMArena Expert | 1173 | 1439 |
| Humanity's Last Exam | — | 11.5% |
| Confabulations | — | 17.1% |
| Vectara Hallucination Rate | — | 11.8% |
| MMLU | 75.9% | — |

## Multimodal

- Claude 3 Sonnet: 25.2 (#125)
- Claude Opus 4.1: 26.8 (#119)

| Benchmark | Claude 3 Sonnet | Claude Opus 4.1 |
|---|---|---|
| LMArena Vision | 984 | — |
| VPCT | — | 35% |

## Multilingual

- Claude 3 Sonnet: 37.8 (#234)
- Claude Opus 4.1: 52.0 (#95)

| Benchmark | Claude 3 Sonnet | Claude Opus 4.1 |
|---|---|---|
| LMArena Non-English | 1205 | 1405 |
| LMArena Chinese | 1189 | 1427 |
| LMArena French | 1229 | 1431 |
| LMArena German | 1204 | 1413 |
| LMArena Japanese | 1131 | 1378 |
| LMArena Korean | 1128 | 1380 |
| LMArena Russian | 1227 | 1422 |
| LMArena Spanish | 1204 | 1448 |

## Instruction Following

- Claude 3 Sonnet: 62.8 (#235)
- Claude Opus 4.1: 75.6 (#58)

| Benchmark | Claude 3 Sonnet | Claude Opus 4.1 |
|---|---|---|
| LMArena Instruction Following | 1199 | 1435 |

## Long Context

- Claude 3 Sonnet: 36.7 (#228)
- Claude Opus 4.1: 44.5 (#63)

| Benchmark | Claude 3 Sonnet | Claude Opus 4.1 |
|---|---|---|
| LMArena Longer Query | 1211 | 1455 |

## Writing & Preference

- Claude 3 Sonnet: 42.1 (#238)
- Claude Opus 4.1: 62.4 (#74)

| Benchmark | Claude 3 Sonnet | Claude Opus 4.1 |
|---|---|---|
| LMArena Text | 1218 | 1419 |
| LMArena Creative Writing | 1186 | 1412 |
| LMArena Multi-Turn | 1227 | 1444 |
| Short-Story Creative Writing | — | 84.7% |

## FAQ

### Is Claude 3 Sonnet better than Claude Opus 4.1?

Claude Opus 4.1 is the stronger model overall, scoring 41.0 to 29.0 on the Noometry Index.

### Is Claude 3 Sonnet or Claude Opus 4.1 better for coding?

Claude Opus 4.1 scores higher on coding benchmarks: 44.4 versus 29.6 in the Noometry coding category.

### How many benchmarks do Claude 3 Sonnet and Claude Opus 4.1 share?

22 benchmarks have published results for both models. Claude 3 Sonnet has 30 scored results on Noometry and Claude Opus 4.1 has 48.