# GLM-4.6V vs Laguna M.1

> GLM-4.6V is the stronger model overall, scoring 40.9 to 31.9 on the Noometry Index.

- Canonical page: https://noometry.com/compare/glm-4-6v-vs-laguna-m-1
- Last updated: 2026-10-10
- Shared benchmarks: 0

## Summary

- The widest gap is in reasoning, where GLM-4.6V leads 26.5 to 21.9.
- Laguna M.1 accepts more context: 262K tokens versus 128K.

## Snapshot

| | GLM-4.6V | Laguna M.1 |
|---|---|---|
| Provider | Z.ai (Zhipu) | Poolside |
| Noometry Index | 40.9 | 31.9 |
| Rank | 133 | 252 |
| Context | 128K | 262K |
| Input $/M | $0.30 | — |
| Output $/M | $0.90 | — |
| Weights | Open | Open |

## Coding

- GLM-4.6V: 40.2 (#128)
- Laguna M.1: 36.4 (#195)

| Benchmark | GLM-4.6V | Laguna M.1 |
|---|---|---|
| LMArena WebDev | — | 1348 |
| LMArena Coding | 1390 | — |

## Reasoning

- GLM-4.6V: 26.5 (#117)
- Laguna M.1: 21.9 (#187)

| Benchmark | GLM-4.6V | Laguna M.1 |
|---|---|---|
| LMArena Hard Prompts | 1368 | — |
| Surface Evolver Bench | — | 15.6% |

## Math

- GLM-4.6V: —
- Laguna M.1: 20.3 (#276)

| Benchmark | GLM-4.6V | Laguna M.1 |
|---|---|---|
| ProofBench | — | 0% |

## Knowledge

- GLM-4.6V: 37.4 (#148)
- Laguna M.1: —

| Benchmark | GLM-4.6V | Laguna M.1 |
|---|---|---|
| LMArena Expert | 1372 | — |

## Multimodal

- GLM-4.6V: 34.2 (#83)
- Laguna M.1: —

| Benchmark | GLM-4.6V | Laguna M.1 |
|---|---|---|
| LMArena Vision | 1164 | — |

## Multilingual

- GLM-4.6V: 48.8 (#135)
- Laguna M.1: —

| Benchmark | GLM-4.6V | Laguna M.1 |
|---|---|---|
| LMArena Non-English | 1359 | — |
| LMArena Chinese | 1426 | — |
| LMArena Russian | 1341 | — |

## Instruction Following

- GLM-4.6V: 71.6 (#145)
- Laguna M.1: —

| Benchmark | GLM-4.6V | Laguna M.1 |
|---|---|---|
| LMArena Instruction Following | 1351 | — |

## Long Context

- GLM-4.6V: 41.3 (#138)
- Laguna M.1: —

| Benchmark | GLM-4.6V | Laguna M.1 |
|---|---|---|
| LMArena Longer Query | 1358 | — |

## Writing & Preference

- GLM-4.6V: 56.8 (#132)
- Laguna M.1: —

| Benchmark | GLM-4.6V | Laguna M.1 |
|---|---|---|
| LMArena Text | 1377 | — |
| LMArena Creative Writing | 1347 | — |
| LMArena Multi-Turn | 1359 | — |

## FAQ

### Is GLM-4.6V better than Laguna M.1?

GLM-4.6V is the stronger model overall, scoring 40.9 to 31.9 on the Noometry Index.

### Is GLM-4.6V or Laguna M.1 better for coding?

GLM-4.6V scores higher on coding benchmarks: 40.2 versus 36.4 in the Noometry coding category.

### Which has the bigger context window?

Laguna M.1 does, with 262K tokens against 128K.

### How many benchmarks do GLM-4.6V and Laguna M.1 share?

0 benchmarks have published results for both models. GLM-4.6V has 12 scored results on Noometry and Laguna M.1 has 3.