# Amazon Nova Pro vs GLM-5V-Turbo

> GLM-5V-Turbo is the stronger model overall, scoring 43.8 to 31.0 on the Noometry Index.

- Canonical page: https://noometry.com/compare/amazon-nova-pro-vs-glm-5v-turbo
- Last updated: 2026-10-10
- Shared benchmarks: 17

## Summary

- They share 17 benchmarks with published results for both. Amazon Nova Pro scores higher in 0 categories and GLM-5V-Turbo in 9 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where GLM-5V-Turbo leads 62.5 to 43.9.
- Amazon Nova Pro is cheaper at $0.80 / $3.20 per million input/output tokens, against $1.20 / $4 for GLM-5V-Turbo.
- Amazon Nova Pro accepts more context: 300K tokens versus 200K.

## Snapshot

| | Amazon Nova Pro | GLM-5V-Turbo |
|---|---|---|
| Provider | Amazon | Z.ai (Zhipu) |
| Noometry Index | 31.0 | 43.8 |
| Rank | 281 | 84 |
| Context | 300K | 200K |
| Input $/M | $0.80 | $1.20 |
| Output $/M | $3.20 | $4 |
| Weights | Proprietary | Proprietary |

## Coding

- Amazon Nova Pro: 35.1 (#229)
- GLM-5V-Turbo: 42.1 (#111)

| Benchmark | Amazon Nova Pro | GLM-5V-Turbo |
|---|---|---|
| LMArena Coding | 1270 | 1466 |
| LMArena WebDev | — | 1401 |
| LiveBench Coding | 38.1% | — |

## Agentic & Tool Use

- Amazon Nova Pro: 16.7 (#147)
- GLM-5V-Turbo: —

| Benchmark | Amazon Nova Pro | GLM-5V-Turbo |
|---|---|---|
| Berkeley Function Calling Leaderboard | 25% | — |
| TheAgentCompany | 1.7% | — |

## Reasoning

- Amazon Nova Pro: 20.0 (#243)
- GLM-5V-Turbo: 29.7 (#89)

| Benchmark | Amazon Nova Pro | GLM-5V-Turbo |
|---|---|---|
| LMArena Hard Prompts | 1246 | 1443 |
| LiveBench Reasoning | 32.6% | — |
| LiveBench Data Analysis | 48.3% | — |
| Epoch Capabilities Index | 123.8 | — |
| LiveBench | 43.5% | — |

## Math

- Amazon Nova Pro: 28.5 (#243)
- GLM-5V-Turbo: 39.4 (#106)

| Benchmark | Amazon Nova Pro | GLM-5V-Turbo |
|---|---|---|
| LMArena Math | 1252 | 1441 |
| Omni-MATH | 24.2% | — |
| LiveBench Math | 38% | — |

## Knowledge

- Amazon Nova Pro: 27.4 (#250)
- GLM-5V-Turbo: 40.6 (#117)

| Benchmark | Amazon Nova Pro | GLM-5V-Turbo |
|---|---|---|
| LMArena Expert | 1211 | 1452 |
| Humanity's Last Exam | 4.4% | — |
| MMLU-Pro | 67.3% | — |
| Confabulations | 30.1% | — |
| Vectara Hallucination Rate | 5.1% | — |
| GPQA (HELM) | 44.6% | — |
| MMLU | 82% | — |

## Multimodal

- Amazon Nova Pro: 25.0 (#126)
- GLM-5V-Turbo: 40.9 (#42)

| Benchmark | Amazon Nova Pro | GLM-5V-Turbo |
|---|---|---|
| LMArena Vision | 980 | 1264 |
| LMArena Document | — | 1416 |

## Multilingual

- Amazon Nova Pro: 39.7 (#223)
- GLM-5V-Turbo: 53.0 (#73)

| Benchmark | Amazon Nova Pro | GLM-5V-Turbo |
|---|---|---|
| LMArena Non-English | 1234 | 1420 |
| LMArena Chinese | 1244 | 1488 |
| LMArena French | 1271 | 1444 |
| LMArena German | 1243 | 1423 |
| LMArena Korean | 1203 | 1396 |
| LMArena Russian | 1240 | 1431 |
| LMArena Spanish | 1182 | 1450 |
| LMArena Japanese | 1200 | — |

## Instruction Following

- Amazon Nova Pro: 64.9 (#226)
- GLM-5V-Turbo: 75.0 (#80)

| Benchmark | Amazon Nova Pro | GLM-5V-Turbo |
|---|---|---|
| LMArena Instruction Following | 1235 | 1423 |
| LiveBench Instruction Following | 67.1% | — |
| IFEval | 81.5% | — |

## Long Context

- Amazon Nova Pro: 38.1 (#205)
- GLM-5V-Turbo: 44.0 (#80)

| Benchmark | Amazon Nova Pro | GLM-5V-Turbo |
|---|---|---|
| LMArena Longer Query | 1255 | 1438 |

## Writing & Preference

- Amazon Nova Pro: 43.9 (#226)
- GLM-5V-Turbo: 62.5 (#73)

| Benchmark | Amazon Nova Pro | GLM-5V-Turbo |
|---|---|---|
| LMArena Text | 1259 | 1437 |
| LMArena Creative Writing | 1212 | 1416 |
| LMArena Multi-Turn | 1246 | 1432 |
| Short-Story Creative Writing | 60.5% | — |
| WildBench | 77.7% | — |
| LiveBench Language | 37% | — |

## FAQ

### Is Amazon Nova Pro better than GLM-5V-Turbo?

GLM-5V-Turbo is the stronger model overall, scoring 43.8 to 31.0 on the Noometry Index.

### Which is cheaper, Amazon Nova Pro or GLM-5V-Turbo?

Amazon Nova Pro is cheaper. It lists at $0.80 per million input tokens and $3.20 per million output tokens; GLM-5V-Turbo lists at $1.20 and $4.

### Is Amazon Nova Pro or GLM-5V-Turbo better for coding?

GLM-5V-Turbo scores higher on coding benchmarks: 42.1 versus 35.1 in the Noometry coding category.

### Which has the bigger context window?

Amazon Nova Pro does, with 300K tokens against 200K.

### How many benchmarks do Amazon Nova Pro and GLM-5V-Turbo share?

17 benchmarks have published results for both models. Amazon Nova Pro has 38 scored results on Noometry and GLM-5V-Turbo has 19.