Model comparison
GLM-4.7 vs Nova Premier 1.0
GLM-4.7 is the stronger model overall, scoring 42.0 to 38.3 on the Noometry Index.
Last verified . 0 shared benchmarks.
Summary
- The widest gap is in knowledge, where GLM-4.7 leads 47.0 to 35.8.
- GLM-4.7 is cheaper at $0.60 / $2.20 per million input/output tokens, against $2.50 / $12.50 for Nova Premier 1.0.
- Nova Premier 1.0 accepts more context: 1M tokens versus 205K.
- GLM-4.7 has downloadable open weights; the other is API-only.
Side by side
| GLM-4.7 | Nova Premier 1.0 | |
|---|---|---|
| Provider | Z.ai (Zhipu) | Amazon |
| Noometry Index | 42.0 | 38.3 |
| Released | 2025-12-22 | 2025-04-30 |
| Weights | Open | Proprietary |
| Context window | 205K | 1M |
| Max output | 131K | 10K |
| Input $ / M tokens | $0.60 | $2.50 |
| Output $ / M tokens | $2.20 | $12.50 |
| Results tracked | 36 | 6 |
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Category by category
Coding Not comparable
GLM-4.7: 44.0 (#79), Nova Premier 1.0: —
| Benchmark | GLM-4.7 | Nova Premier 1.0 |
|---|---|---|
| LMArena WebDev | 1435 | — |
| SciCode | 45.1% | — |
| LMArena Coding | 1454 | — |
| ALE-Bench | 399.48 | — |
Agentic & Tool Use Not comparable
GLM-4.7: 26.5 (#103), Nova Premier 1.0: —
| Benchmark | GLM-4.7 | Nova Premier 1.0 |
|---|---|---|
| Terminal-Bench | 33.4% | — |
| Vending-Bench 2 | 2,377 | — |
Reasoning GLM-4.7 leads
GLM-4.7: 24.3 (#164), Nova Premier 1.0: 23.0 (#185)
| Benchmark | GLM-4.7 | Nova Premier 1.0 |
|---|---|---|
| SimpleBench | 47.7% | — |
| Kagi LLM Benchmark | — | 44.8% |
| CritPt | 1.7% | — |
| Chess Puzzles | 6% | — |
| LMArena Hard Prompts | 1443 | — |
| Epoch Capabilities Index | 143.51 | — |
Math GLM-4.7 leads
GLM-4.7: 38.6 (#135), Nova Premier 1.0: 33.8 (#199)
| Benchmark | GLM-4.7 | Nova Premier 1.0 |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 83.3% | — |
| ProofBench | 6% | — |
| Omni-MATH | — | 35% |
| LMArena Math | 1423 | — |
| FrontierMath (Feb 2025 set) | 2.4% | — |
| FrontierMath Tier 4 (v1) | 0% | — |
Knowledge GLM-4.7 leads
GLM-4.7: 47.0 (#80), Nova Premier 1.0: 35.8 (#180)
| Benchmark | GLM-4.7 | Nova Premier 1.0 |
|---|---|---|
| GPQA Diamond | 83.3% | — |
| SimpleQA Verified | 32.2% | — |
| MMLU-Pro | — | 72.6% |
| Vectara Hallucination Rate | 11.7% | — |
| GPQA (HELM) | — | 51.8% |
| LMArena Expert | 1424 | — |
Multilingual Not comparable
GLM-4.7: 52.8 (#79), Nova Premier 1.0: —
| Benchmark | GLM-4.7 | Nova Premier 1.0 |
|---|---|---|
| LMArena Non-English | 1417 | — |
| LMArena Chinese | 1495 | — |
| LMArena French | 1432 | — |
| LMArena German | 1424 | — |
| LMArena Japanese | 1439 | — |
| LMArena Korean | 1399 | — |
| LMArena Russian | 1423 | — |
| LMArena Spanish | 1434 | — |
Instruction Following GLM-4.7 leads
GLM-4.7: 74.4 (#95), Nova Premier 1.0: 66.8 (#204)
| Benchmark | GLM-4.7 | Nova Premier 1.0 |
|---|---|---|
| IFEval | — | 80.3% |
| LMArena Instruction Following | 1411 | — |
Long Context Not comparable
GLM-4.7: 42.8 (#116), Nova Premier 1.0: —
| Benchmark | GLM-4.7 | Nova Premier 1.0 |
|---|---|---|
| CL-bench | 15.9% | — |
| CL-bench Life | 10.9% | — |
| LMArena Longer Query | 1432 | — |
Writing & Preference GLM-4.7 leads
GLM-4.7: 60.9 (#93), Nova Premier 1.0: 51.0 (#178)
| Benchmark | GLM-4.7 | Nova Premier 1.0 |
|---|---|---|
| LMArena Text | 1435 | — |
| LMArena Creative Writing | 1401 | — |
| EQ-Bench Creative Writing | 1413 | — |
| WildBench | — | 78.8% |
| LMArena Multi-Turn | 1446 | — |
Frequently asked questions
Is GLM-4.7 better than Nova Premier 1.0?
GLM-4.7 is the stronger model overall, scoring 42.0 to 38.3 on the Noometry Index.
Which is cheaper, GLM-4.7 or Nova Premier 1.0?
GLM-4.7 is cheaper. It lists at $0.60 per million input tokens and $2.20 per million output tokens; Nova Premier 1.0 lists at $2.50 and $12.50.
Which has the bigger context window?
Nova Premier 1.0 does, with 1M tokens against 205K.
How many benchmarks do GLM-4.7 and Nova Premier 1.0 share?
0 benchmarks have published results for both models. GLM-4.7 has 36 scored results on Noometry and Nova Premier 1.0 has 6.