# Nova 2.0 Pro Preview vs Step 3.5 Flash

> Step 3.5 Flash is the stronger model overall, scoring 42.3 to 33.4 on the Noometry Index.

- Canonical page: https://noometry.com/compare/nova-2-0-pro-preview-vs-step-3-5-flash
- Last updated: 2026-10-11
- Shared benchmarks: 0

## Summary

- Step 3.5 Flash has downloadable open weights; the other is API-only.

## Snapshot

| | Nova 2.0 Pro Preview | Step 3.5 Flash |
|---|---|---|
| Provider | Amazon | StepFun |
| Noometry Index | 33.4 | 42.3 |
| Rank | 244 | 116 |
| Context | — | 256K |
| Input $/M | — | $0.10 |
| Output $/M | — | $0.30 |
| Weights | Proprietary | Open |

## Coding

- Nova 2.0 Pro Preview: 40.8 (#133)
- Step 3.5 Flash: 42.4 (#105)

| Benchmark | Nova 2.0 Pro Preview | Step 3.5 Flash |
|---|---|---|
| SciCode | 42.7% | — |
| LMArena Coding | — | 1436 |

## Agentic & Tool Use

- Nova 2.0 Pro Preview: 21.9 (#136)
- Step 3.5 Flash: —

| Benchmark | Nova 2.0 Pro Preview | Step 3.5 Flash |
|---|---|---|
| GDP.pdf | 2% | — |

## Reasoning

- Nova 2.0 Pro Preview: 22.4 (#194)
- Step 3.5 Flash: 22.2 (#202)

| Benchmark | Nova 2.0 Pro Preview | Step 3.5 Flash |
|---|---|---|
| NYT Connections (extended) | — | 28.4% |
| CritPt | 0% | — |
| LMArena Hard Prompts | — | 1411 |

## Math

- Nova 2.0 Pro Preview: —
- Step 3.5 Flash: 42.6 (#84)

| Benchmark | Nova 2.0 Pro Preview | Step 3.5 Flash |
|---|---|---|
| MathArena Final-Answer Competitions | — | 66.8% |
| LMArena Math | — | 1408 |

## Knowledge

- Nova 2.0 Pro Preview: —
- Step 3.5 Flash: 39.6 (#132)

| Benchmark | Nova 2.0 Pro Preview | Step 3.5 Flash |
|---|---|---|
| LMArena Expert | — | 1421 |

## Multilingual

- Nova 2.0 Pro Preview: —
- Step 3.5 Flash: 50.5 (#119)

| Benchmark | Nova 2.0 Pro Preview | Step 3.5 Flash |
|---|---|---|
| LMArena Non-English | — | 1385 |
| LMArena Chinese | — | 1447 |
| LMArena French | — | 1421 |
| LMArena German | — | 1405 |
| LMArena Japanese | — | 1354 |
| LMArena Korean | — | 1352 |
| LMArena Russian | — | 1385 |
| LMArena Spanish | — | 1419 |

## Instruction Following

- Nova 2.0 Pro Preview: —
- Step 3.5 Flash: 73.1 (#124)

| Benchmark | Nova 2.0 Pro Preview | Step 3.5 Flash |
|---|---|---|
| LMArena Instruction Following | — | 1385 |

## Long Context

- Nova 2.0 Pro Preview: —
- Step 3.5 Flash: 42.8 (#117)

| Benchmark | Nova 2.0 Pro Preview | Step 3.5 Flash |
|---|---|---|
| LMArena Longer Query | — | 1402 |

## Writing & Preference

- Nova 2.0 Pro Preview: —
- Step 3.5 Flash: 58.8 (#113)

| Benchmark | Nova 2.0 Pro Preview | Step 3.5 Flash |
|---|---|---|
| LMArena Text | — | 1403 |
| LMArena Creative Writing | — | 1357 |
| LMArena Multi-Turn | — | 1405 |

## FAQ

### Is Nova 2.0 Pro Preview better than Step 3.5 Flash?

Step 3.5 Flash is the stronger model overall, scoring 42.3 to 33.4 on the Noometry Index.

### Is Nova 2.0 Pro Preview or Step 3.5 Flash better for coding?

Step 3.5 Flash scores higher on coding benchmarks: 42.4 versus 40.8 in the Noometry coding category.

### How many benchmarks do Nova 2.0 Pro Preview and Step 3.5 Flash share?

0 benchmarks have published results for both models. Nova 2.0 Pro Preview has 3 scored results on Noometry and Step 3.5 Flash has 19.