# GLM-4.6V vs Nova 2.0 Pro Preview

> GLM-4.6V is the stronger model overall, scoring 40.9 to 32.8 on the Noometry Index.

- Canonical page: https://noometry.com/compare/glm-4-6v-vs-nova-2-0-pro-preview
- Last updated: 2026-10-10
- Shared benchmarks: 0

## Summary

- The widest gap is in reasoning, where GLM-4.6V leads 26.5 to 21.7.
- GLM-4.6V has downloadable open weights; the other is API-only.

## Snapshot

| | GLM-4.6V | Nova 2.0 Pro Preview |
|---|---|---|
| Provider | Z.ai (Zhipu) | Amazon |
| Noometry Index | 40.9 | 32.8 |
| Rank | 133 | 241 |
| Context | 128K | — |
| Input $/M | $0.30 | — |
| Output $/M | $0.90 | — |
| Weights | Open | Proprietary |

## Coding

- GLM-4.6V: 40.2 (#128)
- Nova 2.0 Pro Preview: 40.2 (#130)

| Benchmark | GLM-4.6V | Nova 2.0 Pro Preview |
|---|---|---|
| SciCode | — | 42.7% |
| LMArena Coding | 1390 | — |

## Agentic & Tool Use

- GLM-4.6V: —
- Nova 2.0 Pro Preview: 21.9 (#127)

| Benchmark | GLM-4.6V | Nova 2.0 Pro Preview |
|---|---|---|
| GDP.pdf | — | 2% |

## Reasoning

- GLM-4.6V: 26.5 (#117)
- Nova 2.0 Pro Preview: 21.7 (#189)

| Benchmark | GLM-4.6V | Nova 2.0 Pro Preview |
|---|---|---|
| CritPt | — | 0% |
| LMArena Hard Prompts | 1368 | — |

## Knowledge

- GLM-4.6V: 37.4 (#148)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.6V | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Expert | 1372 | — |

## Multimodal

- GLM-4.6V: 34.2 (#83)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.6V | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Vision | 1164 | — |

## Multilingual

- GLM-4.6V: 48.8 (#135)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.6V | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Non-English | 1359 | — |
| LMArena Chinese | 1426 | — |
| LMArena Russian | 1341 | — |

## Instruction Following

- GLM-4.6V: 71.6 (#145)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.6V | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Instruction Following | 1351 | — |

## Long Context

- GLM-4.6V: 41.3 (#138)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.6V | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Longer Query | 1358 | — |

## Writing & Preference

- GLM-4.6V: 56.8 (#132)
- Nova 2.0 Pro Preview: —

| Benchmark | GLM-4.6V | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena Text | 1377 | — |
| LMArena Creative Writing | 1347 | — |
| LMArena Multi-Turn | 1359 | — |

## FAQ

### Is GLM-4.6V better than Nova 2.0 Pro Preview?

GLM-4.6V is the stronger model overall, scoring 40.9 to 32.8 on the Noometry Index.

### Is GLM-4.6V or Nova 2.0 Pro Preview better for coding?

They score almost the same on coding (40.2 vs 40.2); test both on your own repository before choosing.

### How many benchmarks do GLM-4.6V and Nova 2.0 Pro Preview share?

0 benchmarks have published results for both models. GLM-4.6V has 12 scored results on Noometry and Nova 2.0 Pro Preview has 3.