# Amazon Nova Experimental Chat 12 10 vs GLM-4.7

> Amazon Nova Experimental Chat 12 10 and GLM-4.7 score almost the same on the Noometry Index (42.9 vs 42.0), so choose on price, context window or the category you care about most.

- Canonical page: https://noometry.com/compare/amazon-nova-experimental-chat-12-10-vs-glm-4-7
- Last updated: 2026-10-12
- Shared benchmarks: 12

## Summary

- They share 12 benchmarks with published results for both. Amazon Nova Experimental Chat 12 10 scores higher in 2 categories and GLM-4.7 in 6 categories; 6 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where GLM-4.7 leads 47.0 to 39.2.
- GLM-4.7 has downloadable open weights; the other is API-only.

## Snapshot

| | Amazon Nova Experimental Chat 12 10 | GLM-4.7 |
|---|---|---|
| Provider | Amazon | Z.ai (Zhipu) |
| Noometry Index | 42.9 | 42.0 |
| Rank | 104 | 124 |
| Context | — | 205K |
| Input $/M | — | $0.60 |
| Output $/M | — | $2.20 |
| Weights | Proprietary | Open |

## Coding

- Amazon Nova Experimental Chat 12 10: 42.2 (#110)
- GLM-4.7: 44.0 (#79)

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.7 |
|---|---|---|
| LMArena Coding | 1430 | 1454 |
| LMArena WebDev | — | 1435 |
| SciCode | — | 45.1% |
| ALE-Bench | — | 399.48 |

## Agentic & Tool Use

- Amazon Nova Experimental Chat 12 10: —
- GLM-4.7: 26.5 (#103)

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.7 |
|---|---|---|
| Terminal-Bench | — | 33.4% |
| Vending-Bench 2 | — | 2,377 |

## Reasoning

- Amazon Nova Experimental Chat 12 10: 29.3 (#94)
- GLM-4.7: 24.3 (#164)

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.7 |
|---|---|---|
| LMArena Hard Prompts | 1427 | 1443 |
| SimpleBench | — | 47.7% |
| CritPt | — | 1.7% |
| Chess Puzzles | — | 6% |
| Epoch Capabilities Index | — | 143.51 |

## Math

- Amazon Nova Experimental Chat 12 10: 38.9 (#124)
- GLM-4.7: 38.6 (#135)

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.7 |
|---|---|---|
| LMArena Math | 1419 | 1423 |
| OTIS Mock AIME 2024-2025 | — | 83.3% |
| ProofBench | — | 6% |
| FrontierMath (Feb 2025 set) | — | 2.4% |
| FrontierMath Tier 4 (v1) | — | 0% |

## Knowledge

- Amazon Nova Experimental Chat 12 10: 39.2 (#136)
- GLM-4.7: 47.0 (#80)

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.7 |
|---|---|---|
| LMArena Expert | 1408 | 1424 |
| GPQA Diamond | — | 83.3% |
| SimpleQA Verified | — | 32.2% |
| Vectara Hallucination Rate | — | 11.7% |

## Multilingual

- Amazon Nova Experimental Chat 12 10: 51.4 (#108)
- GLM-4.7: 52.8 (#79)

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.7 |
|---|---|---|
| LMArena Non-English | 1398 | 1417 |
| LMArena Chinese | 1440 | 1495 |
| LMArena Russian | 1395 | 1423 |
| LMArena French | — | 1432 |
| LMArena German | — | 1424 |
| LMArena Japanese | — | 1439 |
| LMArena Korean | — | 1399 |
| LMArena Spanish | — | 1434 |

## Instruction Following

- Amazon Nova Experimental Chat 12 10: 73.2 (#123)
- GLM-4.7: 74.4 (#95)

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.7 |
|---|---|---|
| LMArena Instruction Following | 1387 | 1411 |

## Long Context

- Amazon Nova Experimental Chat 12 10: 42.4 (#125)
- GLM-4.7: 42.8 (#116)

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.7 |
|---|---|---|
| LMArena Longer Query | 1391 | 1432 |
| CL-bench | — | 15.9% |
| CL-bench Life | — | 10.9% |

## Writing & Preference

- Amazon Nova Experimental Chat 12 10: 59.5 (#110)
- GLM-4.7: 60.9 (#93)

| Benchmark | Amazon Nova Experimental Chat 12 10 | GLM-4.7 |
|---|---|---|
| LMArena Text | 1420 | 1435 |
| LMArena Creative Writing | 1350 | 1401 |
| LMArena Multi-Turn | 1409 | 1446 |
| EQ-Bench Creative Writing | — | 1413 |

## FAQ

### Is Amazon Nova Experimental Chat 12 10 better than GLM-4.7?

Amazon Nova Experimental Chat 12 10 and GLM-4.7 score almost the same on the Noometry Index (42.9 vs 42.0), so choose on price, context window or the category you care about most.

### Is Amazon Nova Experimental Chat 12 10 or GLM-4.7 better for coding?

GLM-4.7 scores higher on coding benchmarks: 44.0 versus 42.2 in the Noometry coding category.

### How many benchmarks do Amazon Nova Experimental Chat 12 10 and GLM-4.7 share?

12 benchmarks have published results for both models. Amazon Nova Experimental Chat 12 10 has 12 scored results on Noometry and GLM-4.7 has 36.