# Laguna M.1 vs o1-pro

> Laguna M.1 and o1-pro score almost the same on the Noometry Index (31.9 vs 31.2), so choose on price, context window or the category you care about most.

- Canonical page: https://noometry.com/compare/laguna-m-1-vs-o1-pro
- Last updated: 2026-10-10
- Shared benchmarks: 0

## Summary

- Laguna M.1 accepts more context: 262K tokens versus 200K.
- Laguna M.1 has downloadable open weights; the other is API-only.

## Snapshot

| | Laguna M.1 | o1-pro |
|---|---|---|
| Provider | Poolside | OpenAI |
| Noometry Index | 31.9 | 31.2 |
| Rank | 252 | 264 |
| Context | 262K | 200K |
| Input $/M | — | $150 |
| Output $/M | — | $600 |
| Weights | Open | Proprietary |

## Coding

- Laguna M.1: 36.4 (#195)
- o1-pro: —

| Benchmark | Laguna M.1 | o1-pro |
|---|---|---|
| LMArena WebDev | 1348 | — |

## Reasoning

- Laguna M.1: 21.9 (#187)
- o1-pro: 20.2 (#223)

| Benchmark | Laguna M.1 | o1-pro |
|---|---|---|
| ARC-AGI-1 | — | 23.3% |
| EnigmaEval | — | 6.1% |
| Surface Evolver Bench | 15.6% | — |

## Math

- Laguna M.1: 20.3 (#276)
- o1-pro: —

| Benchmark | Laguna M.1 | o1-pro |
|---|---|---|
| ProofBench | 0% | — |

## Knowledge

- Laguna M.1: —
- o1-pro: 29.3 (#227)

| Benchmark | Laguna M.1 | o1-pro |
|---|---|---|
| Humanity's Last Exam | — | 8.1% |

## FAQ

### Is Laguna M.1 better than o1-pro?

Laguna M.1 and o1-pro score almost the same on the Noometry Index (31.9 vs 31.2), so choose on price, context window or the category you care about most.

### Which has the bigger context window?

Laguna M.1 does, with 262K tokens against 200K.

### How many benchmarks do Laguna M.1 and o1-pro share?

0 benchmarks have published results for both models. Laguna M.1 has 3 scored results on Noometry and o1-pro has 3.