# Amazon Nova Micro vs GLM-4.7-Flash

> GLM-4.7-Flash is the stronger model overall, scoring 38.4 to 29.9 on the Noometry Index. Amazon Nova Micro costs 2.4× less per token, which makes it the better buy when GLM-4.7-Flash's lead doesn't matter for your workload.

- Canonical page: https://noometry.com/compare/amazon-nova-micro-vs-glm-4-7-flash
- Last updated: 2026-10-10
- Shared benchmarks: 17

## Summary

- They share 17 benchmarks with published results for both. Amazon Nova Micro scores higher in 0 categories and GLM-4.7-Flash in 8 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in instruction following, where GLM-4.7-Flash leads 70.3 to 56.6.
- Amazon Nova Micro is cheaper at $0.035 / $0.14 per million input/output tokens, against $0.06 / $0.40 for GLM-4.7-Flash.
- GLM-4.7-Flash accepts more context: 200K tokens versus 128K.
- GLM-4.7-Flash has downloadable open weights; the other is API-only.

## Snapshot

| | Amazon Nova Micro | GLM-4.7-Flash |
|---|---|---|
| Provider | Amazon | Z.ai (Zhipu) |
| Noometry Index | 29.9 | 38.4 |
| Rank | 290 | 175 |
| Context | 128K | 200K |
| Input $/M | $0.035 | $0.06 |
| Output $/M | $0.14 | $0.40 |
| Weights | Proprietary | Open |

## Coding

- Amazon Nova Micro: 30.0 (#289)
- GLM-4.7-Flash: 40.0 (#133)

| Benchmark | Amazon Nova Micro | GLM-4.7-Flash |
|---|---|---|
| LMArena Coding | 1218 | 1383 |
| LiveBench Coding | 20.2% | — |

## Agentic & Tool Use

- Amazon Nova Micro: 21.9 (#125)
- GLM-4.7-Flash: —

| Benchmark | Amazon Nova Micro | GLM-4.7-Flash |
|---|---|---|
| Berkeley Function Calling Leaderboard | 22.3% | — |

## Reasoning

- Amazon Nova Micro: 16.7 (#289)
- GLM-4.7-Flash: 20.2 (#224)

| Benchmark | Amazon Nova Micro | GLM-4.7-Flash |
|---|---|---|
| LMArena Hard Prompts | 1191 | 1356 |
| Chess Puzzles | — | 0% |
| LiveBench Reasoning | 25.1% | — |
| LiveBench Data Analysis | 34% | — |
| LiveBench | 29.6% | — |

## Math

- Amazon Nova Micro: 24.9 (#252)
- GLM-4.7-Flash: 34.4 (#159)

| Benchmark | Amazon Nova Micro | GLM-4.7-Flash |
|---|---|---|
| LMArena Math | 1206 | 1354 |
| OTIS Mock AIME 2024-2025 | — | 58.3% |
| Omni-MATH | 21.4% | — |
| LiveBench Math | 34.5% | — |

## Knowledge

- Amazon Nova Micro: 29.2 (#231)
- GLM-4.7-Flash: 35.4 (#177)

| Benchmark | Amazon Nova Micro | GLM-4.7-Flash |
|---|---|---|
| Vectara Hallucination Rate | 5.5% | 9.3% |
| LMArena Expert | 1184 | 1357 |
| GPQA Diamond | — | 60.5% |
| MMLU-Pro | 51.1% | — |
| GPQA (HELM) | 38.3% | — |
| MMLU | 70.8% | — |

## Multilingual

- Amazon Nova Micro: 36.7 (#234)
- GLM-4.7-Flash: 46.8 (#152)

| Benchmark | Amazon Nova Micro | GLM-4.7-Flash |
|---|---|---|
| LMArena Non-English | 1186 | 1331 |
| LMArena Chinese | 1209 | 1403 |
| LMArena French | 1237 | 1332 |
| LMArena German | 1192 | 1336 |
| LMArena Korean | 1150 | 1284 |
| LMArena Russian | 1185 | 1333 |
| LMArena Spanish | 1225 | 1351 |
| LMArena Japanese | 1154 | — |

## Instruction Following

- Amazon Nova Micro: 56.6 (#267)
- GLM-4.7-Flash: 70.3 (#162)

| Benchmark | Amazon Nova Micro | GLM-4.7-Flash |
|---|---|---|
| LMArena Instruction Following | 1174 | 1327 |
| LiveBench Instruction Following | 48% | — |
| IFEval | 76% | — |

## Long Context

- Amazon Nova Micro: 36.5 (#224)
- GLM-4.7-Flash: 40.9 (#143)

| Benchmark | Amazon Nova Micro | GLM-4.7-Flash |
|---|---|---|
| LMArena Longer Query | 1206 | 1345 |

## Writing & Preference

- Amazon Nova Micro: 39.7 (#242)
- GLM-4.7-Flash: 47.7 (#206)

| Benchmark | Amazon Nova Micro | GLM-4.7-Flash |
|---|---|---|
| LMArena Text | 1208 | 1351 |
| LMArena Creative Writing | 1172 | 1297 |
| LMArena Multi-Turn | 1178 | 1342 |
| EQ-Bench Creative Writing | — | 1125 |
| WildBench | 74.3% | — |
| LiveBench Language | 15.8% | — |

## FAQ

### Is Amazon Nova Micro better than GLM-4.7-Flash?

GLM-4.7-Flash is the stronger model overall, scoring 38.4 to 29.9 on the Noometry Index. Amazon Nova Micro costs 2.4× less per token, which makes it the better buy when GLM-4.7-Flash's lead doesn't matter for your workload.

### Which is cheaper, Amazon Nova Micro or GLM-4.7-Flash?

Amazon Nova Micro is cheaper. It lists at $0.035 per million input tokens and $0.14 per million output tokens; GLM-4.7-Flash lists at $0.06 and $0.40.

### Is Amazon Nova Micro or GLM-4.7-Flash better for coding?

GLM-4.7-Flash scores higher on coding benchmarks: 40.0 versus 30.0 in the Noometry coding category.

### Which has the bigger context window?

GLM-4.7-Flash does, with 200K tokens against 128K.

### How many benchmarks do Amazon Nova Micro and GLM-4.7-Flash share?

17 benchmarks have published results for both models. Amazon Nova Micro has 32 scored results on Noometry and GLM-4.7-Flash has 21.