# MiniMax-M2.1 vs Nova 2.0 Pro Preview

> MiniMax-M2.1 is the stronger model overall, scoring 38.4 to 32.8 on the Noometry Index.

- Canonical page: https://noometry.com/compare/minimax-m2-1-vs-nova-2-0-pro-preview
- Last updated: 2026-10-10
- Shared benchmarks: 0

## Summary

- The widest gap is in reasoning, where Nova 2.0 Pro Preview leads 21.7 to 15.8.
- MiniMax-M2.1 has downloadable open weights; the other is API-only.

## Snapshot

| | MiniMax-M2.1 | Nova 2.0 Pro Preview |
|---|---|---|
| Provider | MiniMax | Amazon |
| Noometry Index | 38.4 | 32.8 |
| Rank | 177 | 241 |
| Context | 205K | — |
| Input $/M | $0.30 | — |
| Output $/M | $1.20 | — |
| Weights | Open | Proprietary |

## Coding

- MiniMax-M2.1: 40.1 (#132)
- Nova 2.0 Pro Preview: 40.2 (#130)

| Benchmark | MiniMax-M2.1 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena WebDev | 1384 | — |
| SciCode | — | 42.7% |
| LMArena Coding | 1421 | — |
| ALE-Bench | 623.83 | — |

## Agentic & Tool Use

- MiniMax-M2.1: 27.7 (#91)
- Nova 2.0 Pro Preview: 21.9 (#127)

| Benchmark | MiniMax-M2.1 | Nova 2.0 Pro Preview |
|---|---|---|
| Terminal-Bench | 36.6% | — |
| GDP.pdf | — | 2% |

## Reasoning

- MiniMax-M2.1: 15.8 (#301)
- Nova 2.0 Pro Preview: 21.7 (#189)

| Benchmark | MiniMax-M2.1 | Nova 2.0 Pro Preview |
|---|---|---|
| NYT Connections (extended) | 11.2% | — |
| CritPt | — | 0% |
| LMArena Hard Prompts | 1410 | — |

## Math

- MiniMax-M2.1: 35.6 (#142)
- Nova 2.0 Pro Preview: —

| Benchmark | MiniMax-M2.1 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Math | 1396 | — |

## Knowledge

- MiniMax-M2.1: 37.7 (#143)
- Nova 2.0 Pro Preview: —

| Benchmark | MiniMax-M2.1 | Nova 2.0 Pro Preview |
|---|---|---|
| Vectara Hallucination Rate | 11.8% | — |
| LMArena Expert | 1432 | — |

## Multilingual

- MiniMax-M2.1: 50.2 (#123)
- Nova 2.0 Pro Preview: —

| Benchmark | MiniMax-M2.1 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Non-English | 1378 | — |
| LMArena Chinese | 1430 | — |
| LMArena French | 1405 | — |
| LMArena German | 1380 | — |
| LMArena Japanese | 1287 | — |
| LMArena Korean | 1297 | — |
| LMArena Russian | 1386 | — |
| LMArena Spanish | 1396 | — |

## Instruction Following

- MiniMax-M2.1: 74.0 (#108)
- Nova 2.0 Pro Preview: —

| Benchmark | MiniMax-M2.1 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Instruction Following | 1399 | — |

## Long Context

- MiniMax-M2.1: 43.2 (#98)
- Nova 2.0 Pro Preview: —

| Benchmark | MiniMax-M2.1 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Longer Query | 1416 | — |

## Writing & Preference

- MiniMax-M2.1: 58.5 (#114)
- Nova 2.0 Pro Preview: —

| Benchmark | MiniMax-M2.1 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Text | 1392 | — |
| LMArena Creative Writing | 1362 | — |
| LMArena Multi-Turn | 1396 | — |

## FAQ

### Is MiniMax-M2.1 better than Nova 2.0 Pro Preview?

MiniMax-M2.1 is the stronger model overall, scoring 38.4 to 32.8 on the Noometry Index.

### Is MiniMax-M2.1 or Nova 2.0 Pro Preview better for coding?

They score almost the same on coding (40.1 vs 40.2); test both on your own repository before choosing.

### How many benchmarks do MiniMax-M2.1 and Nova 2.0 Pro Preview share?

0 benchmarks have published results for both models. MiniMax-M2.1 has 22 scored results on Noometry and Nova 2.0 Pro Preview has 3.