# Amazon Nova Experimental Chat 12 10 vs GLM-4.6V

> Amazon Nova Experimental Chat 12 10 is the stronger model overall, scoring 42.9 to 41.3 on the Noometry Index.

- Canonical page: https://noometry.com/compare/amazon-nova-experimental-chat-12-10-vs-glm-4-6v
- Last updated: 2026-10-12
- Shared benchmarks: 11

## Summary

- They share 11 benchmarks with published results for both. Amazon Nova Experimental Chat 12 10 scores higher in 7 categories and GLM-4.6V in 0 categories; 7 gaps are clear of the uncertainty.
- GLM-4.6V has downloadable open weights; the other is API-only.

## Snapshot

| | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| Provider | Amazon | Z.ai (Zhipu) |
| Noometry Index | 42.9 | 41.3 |
| Rank | 104 | 137 |
| Context | — | 128K |
| Input $/M | — | $0.30 |
| Output $/M | — | $0.90 |
| Weights | Proprietary | Open |

## Coding

- Amazon Nova Experimental Chat 12 10: 42.2 (#110)
- GLM-4.6V: 40.9 (#128)

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Coding | 1430 | 1390 |

## Reasoning

- Amazon Nova Experimental Chat 12 10: 29.3 (#94)
- GLM-4.6V: 27.6 (#115)

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Hard Prompts | 1427 | 1368 |

## Math

- Amazon Nova Experimental Chat 12 10: 38.9 (#124)
- GLM-4.6V: —

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Math | 1419 | — |

## Knowledge

- Amazon Nova Experimental Chat 12 10: 39.2 (#136)
- GLM-4.6V: 38.0 (#149)

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Expert | 1408 | 1371 |

## Multimodal

- Amazon Nova Experimental Chat 12 10: —
- GLM-4.6V: 34.8 (#90)

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Vision | — | 1164 |

## Multilingual

- Amazon Nova Experimental Chat 12 10: 51.4 (#108)
- GLM-4.6V: 48.6 (#141)

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Non-English | 1398 | 1359 |
| LMArena Chinese | 1440 | 1425 |
| LMArena Russian | 1395 | 1340 |

## Instruction Following

- Amazon Nova Experimental Chat 12 10: 73.2 (#123)
- GLM-4.6V: 71.4 (#151)

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Instruction Following | 1387 | 1352 |

## Long Context

- Amazon Nova Experimental Chat 12 10: 42.4 (#125)
- GLM-4.6V: 41.3 (#143)

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Longer Query | 1391 | 1358 |

## Writing & Preference

- Amazon Nova Experimental Chat 12 10: 59.5 (#110)
- GLM-4.6V: 56.6 (#137)

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.6V |
|---|---|---|
| LMArena Text | 1420 | 1377 |
| LMArena Creative Writing | 1350 | 1347 |
| LMArena Multi-Turn | 1409 | 1360 |

## FAQ

### Is Amazon Nova Experimental Chat 12 10 better than GLM-4.6V?

Amazon Nova Experimental Chat 12 10 is the stronger model overall, scoring 42.9 to 41.3 on the Noometry Index.

### Is Amazon Nova Experimental Chat 12 10 or GLM-4.6V better for coding?

Amazon Nova Experimental Chat 12 10 scores higher on coding benchmarks: 42.2 versus 40.9 in the Noometry coding category.

### How many benchmarks do Amazon Nova Experimental Chat 12 10 and GLM-4.6V share?

11 benchmarks have published results for both models. Amazon Nova Experimental Chat 12 10 has 12 scored results on Noometry and GLM-4.6V has 12.