# Amazon Nova Lite vs GLM-5.2

> GLM-5.2 is the stronger model overall, scoring 51.1 to 31.9 on the Noometry Index. Amazon Nova Lite costs 20× less per token, which makes it the better buy when GLM-5.2's lead doesn't matter for your workload.

- Canonical page: https://noometry.com/compare/amazon-nova-lite-vs-glm-5-2
- Last updated: 2026-10-11
- Shared benchmarks: 18

## Summary

- They share 18 benchmarks with published results for both. Amazon Nova Lite scores higher in 0 categories and GLM-5.2 in 8 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where GLM-5.2 leads 57.1 to 26.3.
- Amazon Nova Lite is cheaper at $0.06 / $0.24 per million input/output tokens, against $1.40 / $4.40 for GLM-5.2.
- GLM-5.2 accepts more context: 1M tokens versus 300K.
- GLM-5.2 has downloadable open weights; the other is API-only.

## Snapshot

| | Amazon Nova Lite | GLM-5.2 |
|---|---|---|
| Provider | Amazon | Z.ai (Zhipu) |
| Noometry Index | 31.9 | 51.1 |
| Rank | 265 | 44 |
| Context | 300K | 1M |
| Input $/M | $0.06 | $1.40 |
| Output $/M | $0.24 | $4.40 |
| Weights | Proprietary | Open |

## Coding

- Amazon Nova Lite: 32.5 (#270)
- GLM-5.2: 51.3 (#41)

| Benchmark | Amazon Nova Lite | GLM-5.2 |
|---|---|---|
| LMArena Coding | 1239 | 1485 |
| ALE-Bench | 236.25 | 1,047 |
| SWE-bench Verified | — | 78.7% |
| DeepSWE | — | 43.8% |
| FrontierCode | — | 24.5% |
| LMArena WebDev | — | 1603 |
| SciCode | — | 50.5% |
| WeirdML | — | 70.1% |
| LiveBench Coding | 27.5% | — |

## Agentic & Tool Use

- Amazon Nova Lite: —
- GLM-5.2: 32.4 (#63)

| Benchmark | Amazon Nova Lite | GLM-5.2 |
|---|---|---|
| APEX-Agents | — | 45.2% |
| τ²-bench Banking | — | 37.1% |
| PostTrainBench | — | 31.7% |
| GBAEval | — | 0% |
| Vending-Bench 2 | — | 8,314 |

## Reasoning

- Amazon Nova Lite: 19.3 (#260)
- GLM-5.2: 42.3 (#52)

| Benchmark | Amazon Nova Lite | GLM-5.2 |
|---|---|---|
| LMArena Hard Prompts | 1220 | 1480 |
| ARC-AGI-2 | — | 22.8% |
| SimpleBench | — | 58.8% |
| Kagi LLM Benchmark | — | 62.6% |
| NYT Connections (extended) | — | 74.3% |
| ARC-AGI-1 | — | 77% |
| CritPt | — | 20.9% |
| Chess Puzzles | — | 21% |
| EBR-Bench | — | 9.5% |
| LiveBench Reasoning | 36.7% | — |
| Mystery Game Puzzles | — | 19% |
| DTBench | — | 93.6% |
| LiveBench Data Analysis | 37.2% | — |
| LMCA | — | 45.8% |
| Surface Evolver Bench | — | 55.6% |
| Epoch Capabilities Index | — | 151.78 |
| LiveBench | 36.4% | — |

## Math

- Amazon Nova Lite: 27.8 (#247)
- GLM-5.2: 55.7 (#43)

| Benchmark | Amazon Nova Lite | GLM-5.2 |
|---|---|---|
| LMArena Math | 1227 | 1482 |
| FrontierMath (Tiers 1-3) | — | 59.2% |
| FrontierMath Tier 4 | — | 29.3% |
| MathArena Final-Answer Competitions | — | 67.6% |
| OTIS Mock AIME 2024-2025 | — | 86.4% |
| ProofBench | — | 35% |
| Omni-MATH | 23.3% | — |
| LiveBench Math | 36.7% | — |

## Knowledge

- Amazon Nova Lite: 26.3 (#259)
- GLM-5.2: 57.1 (#40)

| Benchmark | Amazon Nova Lite | GLM-5.2 |
|---|---|---|
| LMArena Expert | 1201 | 1486 |
| GPQA Diamond | — | 91.9% |
| Humanity's Last Exam | 3.6% | — |
| SimpleQA Verified | — | 34.2% |
| MMLU-Pro | 60% | — |
| Vectara Hallucination Rate | 6.1% | — |
| GPQA (HELM) | 39.7% | — |
| MMLU | 77% | — |

## Multimodal

- Amazon Nova Lite: 25.5 (#123)
- GLM-5.2: —

| Benchmark | Amazon Nova Lite | GLM-5.2 |
|---|---|---|
| LMArena Vision | 990 | — |

## Multilingual

- Amazon Nova Lite: 38.0 (#232)
- GLM-5.2: 55.8 (#26)

| Benchmark | Amazon Nova Lite | GLM-5.2 |
|---|---|---|
| LMArena Non-English | 1208 | 1459 |
| LMArena Chinese | 1225 | 1519 |
| LMArena French | 1237 | 1479 |
| LMArena German | 1229 | 1468 |
| LMArena Japanese | 1153 | 1451 |
| LMArena Korean | 1153 | 1445 |
| LMArena Russian | 1216 | 1466 |
| LMArena Spanish | 1226 | 1477 |

## Instruction Following

- Amazon Nova Lite: 59.3 (#255)
- GLM-5.2: 76.9 (#34)

| Benchmark | Amazon Nova Lite | GLM-5.2 |
|---|---|---|
| LMArena Instruction Following | 1205 | 1465 |
| LiveBench Instruction Following | 54.1% | — |
| IFEval | 77.6% | — |

## Long Context

- Amazon Nova Lite: 37.4 (#217)
- GLM-5.2: 45.3 (#43)

| Benchmark | Amazon Nova Lite | GLM-5.2 |
|---|---|---|
| LMArena Longer Query | 1234 | 1479 |

## Writing & Preference

- Amazon Nova Lite: 42.1 (#237)
- GLM-5.2: 70.4 (#21)

| Benchmark | Amazon Nova Lite | GLM-5.2 |
|---|---|---|
| LMArena Text | 1229 | 1470 |
| LMArena Creative Writing | 1197 | 1462 |
| LMArena Multi-Turn | 1199 | 1469 |
| EQ-Bench Creative Writing | — | 1757 |
| WildBench | 75% | — |
| EQ-Bench 4 | — | 1222 |
| LiveBench Language | 25.9% | — |

## FAQ

### Is Amazon Nova Lite better than GLM-5.2?

GLM-5.2 is the stronger model overall, scoring 51.1 to 31.9 on the Noometry Index. Amazon Nova Lite costs 20× less per token, which makes it the better buy when GLM-5.2's lead doesn't matter for your workload.

### Which is cheaper, Amazon Nova Lite or GLM-5.2?

Amazon Nova Lite is cheaper. It lists at $0.06 per million input tokens and $0.24 per million output tokens; GLM-5.2 lists at $1.40 and $4.40.

### Is Amazon Nova Lite or GLM-5.2 better for coding?

GLM-5.2 scores higher on coding benchmarks: 51.3 versus 32.5 in the Noometry coding category.

### Which has the bigger context window?

GLM-5.2 does, with 1M tokens against 300K.

### How many benchmarks do Amazon Nova Lite and GLM-5.2 share?

18 benchmarks have published results for both models. Amazon Nova Lite has 34 scored results on Noometry and GLM-5.2 has 51.