Model comparison
Amazon Nova Lite vs GLM-4.7-Flash
GLM-4.7-Flash is the stronger model overall, scoring 38.8 to 31.9 on the Noometry Index.
Last verified . 17 shared benchmarks.
Summary
- They share 17 benchmarks with published results for both. Amazon Nova Lite 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 70.1 to 59.3.
- Amazon Nova Lite is cheaper at $0.06 / $0.24 per million input/output tokens, against $0.06 / $0.40 for GLM-4.7-Flash.
- Amazon Nova Lite accepts more context: 300K tokens versus 200K.
- GLM-4.7-Flash has downloadable open weights; the other is API-only.
Side by side
| Amazon Nova Lite | GLM-4.7-Flash | |
|---|---|---|
| Provider | Amazon | Z.ai (Zhipu) |
| Noometry Index | 31.9 | 38.8 |
| Released | 2024-12-03 | 2026-01-19 |
| Weights | Proprietary | Open |
| Context window | 300K | 200K |
| Max output | 10K | 131K |
| Input $ / M tokens | $0.06 | $0.06 |
| Output $ / M tokens | $0.24 | $0.40 |
| Results tracked | 34 | 21 |
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Category by category
Coding GLM-4.7-Flash leads
Amazon Nova Lite: 32.5 (#270), GLM-4.7-Flash: 40.6 (#135)
| Benchmark | Amazon Nova Lite | GLM-4.7-Flash |
|---|---|---|
| LMArena Coding | 1239 | 1383 |
| LiveBench Coding | 27.5% | — |
| ALE-Bench | 236.25 | — |
Reasoning GLM-4.7-Flash leads
Amazon Nova Lite: 19.3 (#260), GLM-4.7-Flash: 20.9 (#229)
| Benchmark | Amazon Nova Lite | GLM-4.7-Flash |
|---|---|---|
| LMArena Hard Prompts | 1220 | 1356 |
| Chess Puzzles | — | 0% |
| LiveBench Reasoning | 36.7% | — |
| LiveBench Data Analysis | 37.2% | — |
| LiveBench | 36.4% | — |
Math GLM-4.7-Flash leads
Amazon Nova Lite: 27.8 (#247), GLM-4.7-Flash: 36.1 (#173)
| Benchmark | Amazon Nova Lite | GLM-4.7-Flash |
|---|---|---|
| LMArena Math | 1227 | 1355 |
| OTIS Mock AIME 2024-2025 | — | 58.3% |
| Omni-MATH | 23.3% | — |
| LiveBench Math | 36.7% | — |
Knowledge GLM-4.7-Flash leads
Amazon Nova Lite: 26.3 (#259), GLM-4.7-Flash: 35.5 (#184)
| Benchmark | Amazon Nova Lite | GLM-4.7-Flash |
|---|---|---|
| Vectara Hallucination Rate | 6.1% | 9.3% |
| LMArena Expert | 1201 | 1357 |
| GPQA Diamond | — | 60.5% |
| Humanity's Last Exam | 3.6% | — |
| MMLU-Pro | 60% | — |
| GPQA (HELM) | 39.7% | — |
| MMLU | 77% | — |
Multimodal Not comparable
Amazon Nova Lite: 25.5 (#123), GLM-4.7-Flash: —
| Benchmark | Amazon Nova Lite | GLM-4.7-Flash |
|---|---|---|
| LMArena Vision | 990 | — |
Multilingual GLM-4.7-Flash leads
Amazon Nova Lite: 38.0 (#232), GLM-4.7-Flash: 46.5 (#158)
| Benchmark | Amazon Nova Lite | GLM-4.7-Flash |
|---|---|---|
| LMArena Non-English | 1208 | 1330 |
| LMArena Chinese | 1225 | 1403 |
| LMArena French | 1237 | 1332 |
| LMArena German | 1229 | 1337 |
| LMArena Korean | 1153 | 1283 |
| LMArena Russian | 1216 | 1332 |
| LMArena Spanish | 1226 | 1350 |
| LMArena Japanese | 1153 | — |
Instruction Following GLM-4.7-Flash leads
Amazon Nova Lite: 59.3 (#255), GLM-4.7-Flash: 70.1 (#167)
| Benchmark | Amazon Nova Lite | GLM-4.7-Flash |
|---|---|---|
| LMArena Instruction Following | 1205 | 1327 |
| LiveBench Instruction Following | 54.1% | — |
| IFEval | 77.6% | — |
Long Context GLM-4.7-Flash leads
Amazon Nova Lite: 37.4 (#217), GLM-4.7-Flash: 40.9 (#148)
| Benchmark | Amazon Nova Lite | GLM-4.7-Flash |
|---|---|---|
| LMArena Longer Query | 1234 | 1345 |
Writing & Preference GLM-4.7-Flash leads
Amazon Nova Lite: 42.1 (#237), GLM-4.7-Flash: 47.4 (#210)
| Benchmark | Amazon Nova Lite | GLM-4.7-Flash |
|---|---|---|
| LMArena Text | 1229 | 1351 |
| LMArena Creative Writing | 1197 | 1297 |
| LMArena Multi-Turn | 1199 | 1342 |
| EQ-Bench Creative Writing | — | 1125 |
| WildBench | 75% | — |
| LiveBench Language | 25.9% | — |
Frequently asked questions
Is Amazon Nova Lite better than GLM-4.7-Flash?
GLM-4.7-Flash is the stronger model overall, scoring 38.8 to 31.9 on the Noometry Index.
Which is cheaper, Amazon Nova Lite or GLM-4.7-Flash?
Amazon Nova Lite is cheaper. It lists at $0.06 per million input tokens and $0.24 per million output tokens; GLM-4.7-Flash lists at $0.06 and $0.40.
Is Amazon Nova Lite or GLM-4.7-Flash better for coding?
GLM-4.7-Flash scores higher on coding benchmarks: 40.6 versus 32.5 in the Noometry coding category.
Which has the bigger context window?
Amazon Nova Lite does, with 300K tokens against 200K.
How many benchmarks do Amazon Nova Lite and GLM-4.7-Flash share?
17 benchmarks have published results for both models. Amazon Nova Lite has 34 scored results on Noometry and GLM-4.7-Flash has 21.