# Amazon Nova Lite vs GLM-4.5-Air

> GLM-4.5-Air is the stronger model overall, scoring 38.7 to 31.4 on the Noometry Index. Amazon Nova Lite costs 4.0× less per token, which makes it the better buy when GLM-4.5-Air's lead doesn't matter for your workload.

- Canonical page: https://noometry.com/compare/amazon-nova-lite-vs-glm-4-5-air
- Last updated: 2026-10-10
- Shared benchmarks: 24

## Summary

- They share 24 benchmarks with published results for both. Amazon Nova Lite scores higher in 0 categories and GLM-4.5-Air in 8 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where GLM-4.5-Air leads 56.1 to 42.3.
- The biggest single-benchmark swing is GPQA (HELM): 39.7% for Amazon Nova Lite and 59.4% for GLM-4.5-Air.
- Amazon Nova Lite is cheaper at $0.06 / $0.24 per million input/output tokens, against $0.20 / $1.10 for GLM-4.5-Air.
- Amazon Nova Lite accepts more context: 300K tokens versus 131K.
- GLM-4.5-Air has downloadable open weights; the other is API-only.

## Snapshot

| | Amazon Nova Lite | GLM-4.5-Air |
|---|---|---|
| Provider | Amazon | Z.ai (Zhipu) |
| Noometry Index | 31.4 | 38.7 |
| Rank | 262 | 169 |
| Context | 300K | 131K |
| Input $/M | $0.06 | $0.20 |
| Output $/M | $0.24 | $1.10 |
| Weights | Proprietary | Open |

## Coding

- Amazon Nova Lite: 32.0 (#266)
- GLM-4.5-Air: 34.5 (#225)

| Benchmark | Amazon Nova Lite | GLM-4.5-Air |
|---|---|---|
| LMArena Coding | 1239 | 1397 |
| GSO | — | 2.9% |
| LiveBench Coding | 27.5% | — |
| ALE-Bench | 236.25 | — |

## Reasoning

- Amazon Nova Lite: 18.5 (#257)
- GLM-4.5-Air: 23.3 (#166)

| Benchmark | Amazon Nova Lite | GLM-4.5-Air |
|---|---|---|
| LMArena Hard Prompts | 1220 | 1379 |
| Kagi LLM Benchmark | — | 43% |
| LiveBench Reasoning | 36.7% | — |
| LiveBench Data Analysis | 37.2% | — |
| ForecastBench | — | 59.2 |
| LiveBench | 36.4% | — |

## Math

- Amazon Nova Lite: 25.8 (#243)
- GLM-4.5-Air: 33.8 (#166)

| Benchmark | Amazon Nova Lite | GLM-4.5-Air |
|---|---|---|
| Omni-MATH | 23.3% | 39.1% |
| LMArena Math | 1227 | 1396 |
| LiveBench Math | 36.7% | — |

## Knowledge

- Amazon Nova Lite: 26.0 (#254)
- GLM-4.5-Air: 34.6 (#184)

| Benchmark | Amazon Nova Lite | GLM-4.5-Air |
|---|---|---|
| Humanity's Last Exam | 3.6% | 8.1% |
| MMLU-Pro | 60% | 76.2% |
| Vectara Hallucination Rate | 6.1% | 9.3% |
| GPQA (HELM) | 39.7% | 59.4% |
| LMArena Expert | 1201 | 1370 |
| MMLU | 77% | — |

## Multimodal

- Amazon Nova Lite: 25.0 (#118)
- GLM-4.5-Air: —

| Benchmark | Amazon Nova Lite | GLM-4.5-Air |
|---|---|---|
| LMArena Vision | 990 | — |

## Multilingual

- Amazon Nova Lite: 38.2 (#227)
- GLM-4.5-Air: 49.4 (#130)

| Benchmark | Amazon Nova Lite | GLM-4.5-Air |
|---|---|---|
| LMArena Non-English | 1208 | 1366 |
| LMArena Chinese | 1225 | 1427 |
| LMArena French | 1237 | 1399 |
| LMArena German | 1229 | 1376 |
| LMArena Japanese | 1153 | 1348 |
| LMArena Korean | 1153 | 1306 |
| LMArena Russian | 1216 | 1373 |
| LMArena Spanish | 1225 | 1385 |

## Instruction Following

- Amazon Nova Lite: 59.6 (#250)
- GLM-4.5-Air: 69.8 (#165)

| Benchmark | Amazon Nova Lite | GLM-4.5-Air |
|---|---|---|
| IFEval | 77.6% | 81.2% |
| LMArena Instruction Following | 1205 | 1353 |
| LiveBench Instruction Following | 54.1% | — |

## Long Context

- Amazon Nova Lite: 37.4 (#212)
- GLM-4.5-Air: 41.6 (#130)

| Benchmark | Amazon Nova Lite | GLM-4.5-Air |
|---|---|---|
| LMArena Longer Query | 1234 | 1367 |

## Writing & Preference

- Amazon Nova Lite: 42.3 (#232)
- GLM-4.5-Air: 56.1 (#134)

| Benchmark | Amazon Nova Lite | GLM-4.5-Air |
|---|---|---|
| LMArena Text | 1229 | 1384 |
| LMArena Creative Writing | 1197 | 1343 |
| WildBench | 75% | 78.9% |
| LMArena Multi-Turn | 1199 | 1371 |
| LiveBench Language | 25.9% | — |

## FAQ

### Is Amazon Nova Lite better than GLM-4.5-Air?

GLM-4.5-Air is the stronger model overall, scoring 38.7 to 31.4 on the Noometry Index. Amazon Nova Lite costs 4.0× less per token, which makes it the better buy when GLM-4.5-Air's lead doesn't matter for your workload.

### Which is cheaper, Amazon Nova Lite or GLM-4.5-Air?

Amazon Nova Lite is cheaper. It lists at $0.06 per million input tokens and $0.24 per million output tokens; GLM-4.5-Air lists at $0.20 and $1.10.

### Is Amazon Nova Lite or GLM-4.5-Air better for coding?

GLM-4.5-Air scores higher on coding benchmarks: 34.5 versus 32.0 in the Noometry coding category.

### Which has the bigger context window?

Amazon Nova Lite does, with 300K tokens against 131K.

### How many benchmarks do Amazon Nova Lite and GLM-4.5-Air share?

24 benchmarks have published results for both models. Amazon Nova Lite has 34 scored results on Noometry and GLM-4.5-Air has 27.