# Laguna M.1 vs Magistral Medium

> Magistral Medium is the stronger model overall, scoring 35.2 to 32.5 on the Noometry Index.

- Canonical page: https://noometry.com/compare/laguna-m-1-vs-magistral-medium
- Last updated: 2026-10-10
- Shared benchmarks: 0

## Summary

- The widest gap is in reasoning, where Laguna M.1 leads 23.1 to 8.6.

## Snapshot

| | Laguna M.1 | Magistral Medium |
|---|---|---|
| Provider | Poolside | Mistral AI |
| Noometry Index | 32.5 | 35.2 |
| Rank | 256 | 227 |
| Context | 262K | 262K |
| Input $/M | — | $2 |
| Output $/M | — | $5 |
| Weights | Open | Open |

## Coding

- Laguna M.1: 36.6 (#204)
- Magistral Medium: 39.1 (#161)

| Benchmark | Laguna M.1 | Magistral Medium |
|---|---|---|
| LMArena WebDev | 1349 | — |
| SciCode | — | 39.2% |
| LMArena Coding | — | 1319 |

## Reasoning

- Laguna M.1: 23.1 (#184)
- Magistral Medium: 8.6 (#348)

| Benchmark | Laguna M.1 | Magistral Medium |
|---|---|---|
| ARC-AGI-2 | — | 0% |
| Kagi LLM Benchmark | — | 16.2% |
| ARC-AGI-1 | — | 6.1% |
| CritPt | — | 0.3% |
| LMArena Hard Prompts | — | 1267 |
| Surface Evolver Bench | 15.6% | — |

## Math

- Laguna M.1: 21.1 (#283)
- Magistral Medium: 35.1 (#189)

| Benchmark | Laguna M.1 | Magistral Medium |
|---|---|---|
| ProofBench | 0% | — |
| LMArena Math | — | 1250 |

## Knowledge

- Laguna M.1: —
- Magistral Medium: 33.5 (#202)

| Benchmark | Laguna M.1 | Magistral Medium |
|---|---|---|
| LMArena Expert | — | 1223 |

## Multilingual

- Laguna M.1: —
- Magistral Medium: 39.6 (#224)

| Benchmark | Laguna M.1 | Magistral Medium |
|---|---|---|
| LMArena Non-English | — | 1232 |
| LMArena Chinese | — | 1227 |
| LMArena French | — | 1267 |
| LMArena German | — | 1248 |
| LMArena Japanese | — | 1175 |
| LMArena Korean | — | 1125 |
| LMArena Russian | — | 1224 |
| LMArena Spanish | — | 1271 |

## Instruction Following

- Laguna M.1: —
- Magistral Medium: 66.0 (#211)

| Benchmark | Laguna M.1 | Magistral Medium |
|---|---|---|
| LMArena Instruction Following | — | 1254 |

## Long Context

- Laguna M.1: —
- Magistral Medium: 39.3 (#183)

| Benchmark | Laguna M.1 | Magistral Medium |
|---|---|---|
| LMArena Longer Query | — | 1295 |

## Writing & Preference

- Laguna M.1: —
- Magistral Medium: 46.3 (#219)

| Benchmark | Laguna M.1 | Magistral Medium |
|---|---|---|
| LMArena Text | — | 1255 |
| LMArena Creative Writing | — | 1245 |
| LMArena Multi-Turn | — | 1275 |

## FAQ

### Is Laguna M.1 better than Magistral Medium?

Magistral Medium is the stronger model overall, scoring 35.2 to 32.5 on the Noometry Index.

### Is Laguna M.1 or Magistral Medium better for coding?

Magistral Medium scores higher on coding benchmarks: 39.1 versus 36.6 in the Noometry coding category.

### Which has the bigger context window?

Both accept 262K tokens.

### How many benchmarks do Laguna M.1 and Magistral Medium share?

0 benchmarks have published results for both models. Laguna M.1 has 3 scored results on Noometry and Magistral Medium has 22.