# Laguna M.1 vs Step 3

> Step 3 is the stronger model overall, scoring 39.9 to 31.9 on the Noometry Index.

- Canonical page: https://noometry.com/compare/laguna-m-1-vs-step-3
- Last updated: 2026-10-10
- Shared benchmarks: 0

## Summary

- The widest gap is in math, where Step 3 leads 34.9 to 20.3.

## Snapshot

| | Laguna M.1 | Step 3 |
|---|---|---|
| Provider | Poolside | StepFun |
| Noometry Index | 31.9 | 39.9 |
| Rank | 252 | 145 |
| Context | 262K | — |
| Input $/M | — | — |
| Output $/M | — | — |
| Weights | Open | Open |

## Coding

- Laguna M.1: 36.4 (#195)
- Step 3: 39.5 (#144)

| Benchmark | Laguna M.1 | Step 3 |
|---|---|---|
| LMArena WebDev | 1348 | — |
| LMArena Coding | — | 1367 |

## Reasoning

- Laguna M.1: 21.9 (#187)
- Step 3: 27.6 (#102)

| Benchmark | Laguna M.1 | Step 3 |
|---|---|---|
| Kagi LLM Benchmark | — | 62.3% |
| LMArena Hard Prompts | — | 1355 |
| Surface Evolver Bench | 15.6% | — |

## Math

- Laguna M.1: 20.3 (#276)
- Step 3: 34.9 (#148)

| Benchmark | Laguna M.1 | Step 3 |
|---|---|---|
| ProofBench | 0% | — |
| LMArena Math | — | 1366 |

## Knowledge

- Laguna M.1: —
- Step 3: 36.2 (#161)

| Benchmark | Laguna M.1 | Step 3 |
|---|---|---|
| LMArena Expert | — | 1333 |

## Multimodal

- Laguna M.1: —
- Step 3: 34.9 (#81)

| Benchmark | Laguna M.1 | Step 3 |
|---|---|---|
| LMArena Vision | — | 1176 |

## Multilingual

- Laguna M.1: —
- Step 3: 46.5 (#154)

| Benchmark | Laguna M.1 | Step 3 |
|---|---|---|
| LMArena Non-English | — | 1327 |
| LMArena Chinese | — | 1396 |
| LMArena German | — | 1371 |
| LMArena Korean | — | 1271 |
| LMArena Russian | — | 1331 |
| LMArena Spanish | — | 1372 |

## Instruction Following

- Laguna M.1: —
- Step 3: 70.6 (#159)

| Benchmark | Laguna M.1 | Step 3 |
|---|---|---|
| LMArena Instruction Following | — | 1332 |

## Long Context

- Laguna M.1: —
- Step 3: 40.3 (#152)

| Benchmark | Laguna M.1 | Step 3 |
|---|---|---|
| LMArena Longer Query | — | 1326 |

## Writing & Preference

- Laguna M.1: —
- Step 3: 54.5 (#146)

| Benchmark | Laguna M.1 | Step 3 |
|---|---|---|
| LMArena Text | — | 1351 |
| LMArena Creative Writing | — | 1322 |
| LMArena Multi-Turn | — | 1340 |

## FAQ

### Is Laguna M.1 better than Step 3?

Step 3 is the stronger model overall, scoring 39.9 to 31.9 on the Noometry Index.

### Is Laguna M.1 or Step 3 better for coding?

Step 3 scores higher on coding benchmarks: 39.5 versus 36.4 in the Noometry coding category.

### How many benchmarks do Laguna M.1 and Step 3 share?

0 benchmarks have published results for both models. Laguna M.1 has 3 scored results on Noometry and Step 3 has 17.