# Claude Opus 4.7 vs Olmo 3.1 32b Instruct

> Claude Opus 4.7 is the stronger model overall, scoring 58.3 to 39.4 on the Noometry Index.

- Canonical page: https://noometry.com/compare/claude-opus-4-7-vs-olmo-3-1-32b-instruct
- Last updated: 2026-10-12
- Shared benchmarks: 16

## Summary

- They share 16 benchmarks with published results for both. Claude Opus 4.7 scores higher in 8 categories and Olmo 3.1 32b Instruct in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in math, where Claude Opus 4.7 leads 66.7 to 36.3.
- Olmo 3.1 32b Instruct has downloadable open weights; the other is API-only.

## Snapshot

| | Claude Opus 4.7 | Olmo 3.1 32b Instruct |
|---|---|---|
| Provider | Anthropic | Allen Institute for AI (Ai2) |
| Noometry Index | 58.3 | 39.4 |
| Rank | 19 | 168 |
| Context | 1M | — |
| Input $/M | $5 | — |
| Output $/M | $25 | — |
| Weights | Proprietary | Open |

## Coding

- Claude Opus 4.7: 59.6 (#13)
- Olmo 3.1 32b Instruct: 39.5 (#157)

| Benchmark | Claude Opus 4.7 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Coding | 1518 | 1347 |
| SWE-bench Verified | 83.5% | — |
| FrontierCode | 38.5% | — |
| LMArena WebDev | 1558 | — |
| SciCode | 54.5% | — |
| GSO | 44.1% | — |
| WeirdML | 76.4% | — |
| MirrorCode | 31.1% | — |
| ALE-Bench | 1,323 | — |

## Agentic & Tool Use

- Claude Opus 4.7: 47.9 (#10)
- Olmo 3.1 32b Instruct: —

| Benchmark | Claude Opus 4.7 | Olmo 3.1 32b Instruct |
|---|---|---|
| Terminal-Bench | 80.2% | — |
| APEX-Agents | 49.2% | — |
| OSWorld 2.0 | 18.2% | — |
| τ²-bench Banking | 40.2% | — |
| PostTrainBench | 28.6% | — |
| ExploitBench | 26.5% | — |
| GBAEval | 43.8% | — |
| GDP.pdf | 21% | — |
| LMArena Search | 1233 | — |
| Vending-Bench 2 | 10,937 | — |

## Reasoning

- Claude Opus 4.7: 53.8 (#29)
- Olmo 3.1 32b Instruct: 26.4 (#132)

| Benchmark | Claude Opus 4.7 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Hard Prompts | 1506 | 1322 |
| ARC-AGI-2 | 75.8% | — |
| SimpleBench | 61.7% | — |
| Kagi LLM Benchmark | 80.7% | — |
| NYT Connections (extended) | 39% | — |
| ARC-AGI-1 | 93.5% | — |
| CritPt | 12% | — |
| Chess Puzzles | 30% | — |
| Thematic Generalization | 72.8% | — |
| EBR-Bench | 19% | — |
| Mystery Game Puzzles | 28% | — |
| DTBench | 94.7% | — |
| LMCA | 52.2% | — |
| Epoch Capabilities Index | 156.25 | — |
| ForecastBench | 60.3 | — |

## Math

- Claude Opus 4.7: 66.7 (#26)
- Olmo 3.1 32b Instruct: 36.3 (#167)

| Benchmark | Claude Opus 4.7 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Math | 1499 | 1305 |
| FrontierMath (Tiers 1-3) | 70.2% | — |
| FrontierMath Tier 4 | 31.7% | — |
| MathArena Final-Answer Competitions | 73.6% | — |
| OTIS Mock AIME 2024-2025 | 97.8% | — |
| ProofBench | 54% | — |
| FrontierMath (Feb 2025 set) | 43.8% | — |
| FrontierMath Tier 4 (v1) | 22.9% | — |

## Knowledge

- Claude Opus 4.7: 62.6 (#23)
- Olmo 3.1 32b Instruct: 36.1 (#175)

| Benchmark | Claude Opus 4.7 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Expert | 1521 | 1308 |
| GPQA Diamond | 90.2% | — |
| Humanity's Last Exam | 36.2% | — |
| SimpleQA Verified | 51.7% | — |
| Vectara Hallucination Rate | 12% | — |

## Multimodal

- Claude Opus 4.7: 41.2 (#38)
- Olmo 3.1 32b Instruct: —

| Benchmark | Claude Opus 4.7 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Vision | 1316 | — |
| Blueprint-Bench 2 | 24.5% | — |
| Furniture Assembly | 33.3% | — |
| LMArena Document | 1495 | — |

## Multilingual

- Claude Opus 4.7: 57.3 (#10)
- Olmo 3.1 32b Instruct: 42.6 (#191)

| Benchmark | Claude Opus 4.7 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Non-English | 1480 | 1275 |
| LMArena Chinese | 1531 | 1304 |
| LMArena French | 1503 | 1328 |
| LMArena German | 1495 | 1282 |
| LMArena Korean | 1464 | 1206 |
| LMArena Russian | 1494 | 1268 |
| LMArena Spanish | 1495 | 1336 |
| LMArena Japanese | 1472 | — |

## Instruction Following

- Claude Opus 4.7: 78.4 (#10)
- Olmo 3.1 32b Instruct: 68.6 (#187)

| Benchmark | Claude Opus 4.7 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Instruction Following | 1498 | 1299 |

## Long Context

- Claude Opus 4.7: 46.2 (#25)
- Olmo 3.1 32b Instruct: 39.9 (#166)

| Benchmark | Claude Opus 4.7 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Longer Query | 1505 | 1312 |

## Writing & Preference

- Claude Opus 4.7: 75.1 (#8)
- Olmo 3.1 32b Instruct: 50.2 (#185)

| Benchmark | Claude Opus 4.7 | Olmo 3.1 32b Instruct |
|---|---|---|
| LMArena Text | 1490 | 1311 |
| LMArena Creative Writing | 1486 | 1264 |
| LMArena Multi-Turn | 1505 | 1309 |
| EQ-Bench Creative Writing | 1914 | — |
| EQ-Bench 4 | 1311 | — |

## FAQ

### Is Claude Opus 4.7 better than Olmo 3.1 32b Instruct?

Claude Opus 4.7 is the stronger model overall, scoring 58.3 to 39.4 on the Noometry Index.

### Is Claude Opus 4.7 or Olmo 3.1 32b Instruct better for coding?

Claude Opus 4.7 scores higher on coding benchmarks: 59.6 versus 39.5 in the Noometry coding category.

### How many benchmarks do Claude Opus 4.7 and Olmo 3.1 32b Instruct share?

16 benchmarks have published results for both models. Claude Opus 4.7 has 66 scored results on Noometry and Olmo 3.1 32b Instruct has 16.