Model comparison
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.
Last verified . 17 shared benchmarks.
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.
Side by side
| Amazon Nova Pro | GLM-5V-Turbo | |
|---|---|---|
| Provider | Amazon | Z.ai (Zhipu) |
| Noometry Index | 31.0 | 43.8 |
| Released | 2024-12-03 | 2026-04-01 |
| Weights | Proprietary | Proprietary |
| Context window | 300K | 200K |
| Max output | 10K | 131K |
| Input $ / M tokens | $0.80 | $1.20 |
| Output $ / M tokens | $3.20 | $4 |
| Results tracked | 38 | 19 |
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Category by category
Coding GLM-5V-Turbo leads
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 Not comparable
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 GLM-5V-Turbo leads
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 GLM-5V-Turbo leads
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 GLM-5V-Turbo leads
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 GLM-5V-Turbo leads
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 GLM-5V-Turbo leads
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 GLM-5V-Turbo leads
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 GLM-5V-Turbo leads
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 GLM-5V-Turbo leads
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% | — |
Frequently asked questions
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.