# Nova 2.0 Pro Preview vs o1

> o1 is the stronger model overall, scoring 40.9 to 33.4 on the Noometry Index.

- Canonical page: https://noometry.com/compare/nova-2-0-pro-preview-vs-o1
- Last updated: 2026-10-10
- Shared benchmarks: 0

## Summary

- The widest gap is in reasoning, where o1 leads 27.9 to 22.4.

## Snapshot

| | Nova 2.0 Pro Preview | o1 |
|---|---|---|
| Provider | Amazon | OpenAI |
| Noometry Index | 33.4 | 40.9 |
| Rank | 244 | 143 |
| Context | — | 200K |
| Input $/M | — | $15 |
| Output $/M | — | $60 |
| Weights | Proprietary | Proprietary |

## Coding

- Nova 2.0 Pro Preview: 40.8 (#133)
- o1: 46.1 (#70)

| Benchmark | Nova 2.0 Pro Preview | o1 |
|---|---|---|
| Aider Polyglot | — | 61.7% |
| SciCode | 42.7% | — |
| WeirdML | — | 47.6% |
| LiveBench Coding | — | 69.7% |
| LMArena Coding | — | 1367 |
| CadEval | — | 56% |
| HumanEval+ | — | 89% |
| MBPP+ | — | 80.2% |

## Agentic & Tool Use

- Nova 2.0 Pro Preview: 21.9 (#136)
- o1: 24.6 (#117)

| Benchmark | Nova 2.0 Pro Preview | o1 |
|---|---|---|
| Cybench | — | 10% |
| GDP.pdf | 2% | — |
| METR Time Horizons | — | 51.1% |

## Reasoning

- Nova 2.0 Pro Preview: 22.4 (#194)
- o1: 27.9 (#111)

| Benchmark | Nova 2.0 Pro Preview | o1 |
|---|---|---|
| SimpleBench | — | 41.7% |
| ARC-AGI-1 | — | 30.7% |
| CritPt | 0% | — |
| Chess Puzzles | — | 15% |
| EnigmaEval | — | 5.7% |
| LiveBench Reasoning | — | 91.6% |
| LMArena Hard Prompts | — | 1371 |
| DTBench | — | 74.7% |
| LiveBench Data Analysis | — | 65.5% |
| LMCA | — | 22.3% |
| Epoch Capabilities Index | — | 141.91 |
| LiveBench | — | 75.7% |

## Math

- Nova 2.0 Pro Preview: —
- o1: 36.1 (#175)

| Benchmark | Nova 2.0 Pro Preview | o1 |
|---|---|---|
| FrontierMath (Tiers 1-3) | — | 14.7% |
| OTIS Mock AIME 2024-2025 | — | 73.3% |
| LiveBench Math | — | 80.3% |
| LMArena Math | — | 1388 |
| MATH Level 5 | — | 94.7% |
| FrontierMath (Feb 2025 set) | — | 9.3% |

## Knowledge

- Nova 2.0 Pro Preview: —
- o1: 41.5 (#110)

| Benchmark | Nova 2.0 Pro Preview | o1 |
|---|---|---|
| GPQA Diamond | — | 76.8% |
| Humanity's Last Exam | — | 8% |
| SimpleQA Verified | — | 41.1% |
| Confabulations | — | 11.7% |
| LMArena Expert | — | 1361 |

## Multimodal

- Nova 2.0 Pro Preview: —
- o1: 34.2 (#93)

| Benchmark | Nova 2.0 Pro Preview | o1 |
|---|---|---|
| LMArena Vision | — | 1168 |
| GeoBench | — | 80% |
| VPCT | — | 37% |
| SpatialViz-Bench | — | 41.4% |

## Multilingual

- Nova 2.0 Pro Preview: —
- o1: 48.6 (#142)

| Benchmark | Nova 2.0 Pro Preview | o1 |
|---|---|---|
| LMArena Non-English | — | 1358 |
| LMArena Chinese | — | 1394 |
| LMArena French | — | 1344 |
| LMArena German | — | 1337 |
| LMArena Japanese | — | 1346 |
| LMArena Korean | — | 1396 |
| LMArena Russian | — | 1356 |
| LMArena Spanish | — | 1345 |

## Instruction Following

- Nova 2.0 Pro Preview: —
- o1: 74.8 (#86)

| Benchmark | Nova 2.0 Pro Preview | o1 |
|---|---|---|
| LiveBench Instruction Following | — | 81.5% |
| LMArena Instruction Following | — | 1367 |

## Long Context

- Nova 2.0 Pro Preview: —
- o1: 50.3 (#9)

| Benchmark | Nova 2.0 Pro Preview | o1 |
|---|---|---|
| Fiction.LiveBench | — | 83.3% |
| LMArena Longer Query | — | 1378 |

## Writing & Preference

- Nova 2.0 Pro Preview: —
- o1: 55.6 (#144)

| Benchmark | Nova 2.0 Pro Preview | o1 |
|---|---|---|
| LMArena Text | — | 1366 |
| LMArena Creative Writing | — | 1348 |
| Short-Story Creative Writing | — | 70.2% |
| LMArena Multi-Turn | — | 1369 |
| LiveBench Language | — | 65.4% |

## FAQ

### Is Nova 2.0 Pro Preview better than o1?

o1 is the stronger model overall, scoring 40.9 to 33.4 on the Noometry Index.

### Is Nova 2.0 Pro Preview or o1 better for coding?

o1 scores higher on coding benchmarks: 46.1 versus 40.8 in the Noometry coding category.

### How many benchmarks do Nova 2.0 Pro Preview and o1 share?

0 benchmarks have published results for both models. Nova 2.0 Pro Preview has 3 scored results on Noometry and o1 has 52.