# Magistral Medium vs Nova 2.0 Pro Preview

> Magistral Medium is the stronger model overall, scoring 34.8 to 32.8 on the Noometry Index.

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

## Summary

- They share 2 benchmarks with published results for both. Magistral Medium scores higher in 0 categories and Nova 2.0 Pro Preview in 2 categories; 2 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Nova 2.0 Pro Preview leads 21.7 to 8.7.
- Magistral Medium has downloadable open weights; the other is API-only.

## Snapshot

| | Magistral Medium | Nova 2.0 Pro Preview |
|---|---|---|
| Provider | Mistral AI | Amazon |
| Noometry Index | 34.8 | 32.8 |
| Rank | 224 | 241 |
| Context | 128K | — |
| Input $/M | $2 | — |
| Output $/M | $5 | — |
| Weights | Open | Proprietary |

## Coding

- Magistral Medium: 38.6 (#161)
- Nova 2.0 Pro Preview: 40.2 (#130)

| Benchmark | Magistral Medium | Nova 2.0 Pro Preview |
|---|---|---|
| SciCode | 39.2% | 42.7% |
| LMArena Coding | 1319 | — |

## Agentic & Tool Use

- Magistral Medium: —
- Nova 2.0 Pro Preview: 21.9 (#127)

| Benchmark | Magistral Medium | Nova 2.0 Pro Preview |
|---|---|---|
| GDP.pdf | — | 2% |

## Reasoning

- Magistral Medium: 8.7 (#342)
- Nova 2.0 Pro Preview: 21.7 (#189)

| Benchmark | Magistral Medium | Nova 2.0 Pro Preview |
|---|---|---|
| CritPt | 0.3% | 0% |
| ARC-AGI-2 | 0% | — |
| Kagi LLM Benchmark | 16.2% | — |
| ARC-AGI-1 | 6.1% | — |
| LMArena Hard Prompts | 1267 | — |

## Math

- Magistral Medium: 32.4 (#187)
- Nova 2.0 Pro Preview: —

| Benchmark | Magistral Medium | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Math | 1249 | — |

## Knowledge

- Magistral Medium: 32.9 (#199)
- Nova 2.0 Pro Preview: —

| Benchmark | Magistral Medium | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Expert | 1222 | — |

## Multilingual

- Magistral Medium: 39.8 (#219)
- Nova 2.0 Pro Preview: —

| Benchmark | Magistral Medium | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Non-English | 1232 | — |
| LMArena Chinese | 1225 | — |
| LMArena French | 1268 | — |
| LMArena German | 1248 | — |
| LMArena Japanese | 1176 | — |
| LMArena Korean | 1125 | — |
| LMArena Russian | 1224 | — |
| LMArena Spanish | 1269 | — |

## Instruction Following

- Magistral Medium: 66.2 (#207)
- Nova 2.0 Pro Preview: —

| Benchmark | Magistral Medium | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Instruction Following | 1254 | — |

## Long Context

- Magistral Medium: 39.3 (#178)
- Nova 2.0 Pro Preview: —

| Benchmark | Magistral Medium | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Longer Query | 1295 | — |

## Writing & Preference

- Magistral Medium: 46.5 (#214)
- Nova 2.0 Pro Preview: —

| Benchmark | Magistral Medium | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Text | 1255 | — |
| LMArena Creative Writing | 1245 | — |
| LMArena Multi-Turn | 1275 | — |

## FAQ

### Is Magistral Medium better than Nova 2.0 Pro Preview?

Magistral Medium is the stronger model overall, scoring 34.8 to 32.8 on the Noometry Index.

### Is Magistral Medium or Nova 2.0 Pro Preview better for coding?

Nova 2.0 Pro Preview scores higher on coding benchmarks: 40.2 versus 38.6 in the Noometry coding category.

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

2 benchmarks have published results for both models. Magistral Medium has 22 scored results on Noometry and Nova 2.0 Pro Preview has 3.