Data points: 81
The readout for GLM-4.6 and GLM-4.7, before the detailed comparison sheet.
Decision read
GLM-4.7
GLM-4.7 currently has the stronger profile, with verified wins split 1 to 4.
Evidence depth
81 data points
Includes 8 benchmark rows, 0 audit samples, and 10 provider examples.
Selection signal
Start with GLM-4.7
The charts below split 18 high-signal samples across speed, scores, and audit health.
Model compare GLM-4.6 vs GLM-4.7glm-4-6-vs-glm-4-7 | Model A GLM-4.6 | Model B GLM-4.7 |
|---|---|---|
| Overall leader | Contender | Leading |
| Verified metric wins | 1 wins | 4 wins |
| Where it leads | First-token latency | Cheapest input price, Average speed, Provider coverage, Recent tests |
Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.
| Metric | GLM-4.6 | GLM-4.7 |
|---|---|---|
| LiveCodeBench | 56.1%#47 |
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | GLM-4.6 | GLM-4.7 |
|---|---|---|
| No completed audits are available from shared providers yet. | ||
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
| Provider | GLM-4.6 | GLM-4.7 |
|---|---|---|
55 tests | GLM-4.6 speed / latency 61 tok/s / 15383ms input / output No data |
This report only uses LMSpeed data for GLM-4.6 and GLM-4.7: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Guidance | GLM-4.6 | GLM-4.7 |
|---|---|---|
| When to choose each model | GLM-4.6 GLM-4.6 is stronger when you prioritize First-token latency. | GLM-4.7 GLM-4.7 is stronger when you prioritize Cheapest input price, Average speed, Provider coverage, Recent tests. |
TL;DR: GLM-4.7 leads across 81 verifiable data points, including pricing, speed, latency, benchmarks, and provider examples.
Continue from GLM-4.6 vs GLM-4.7 into nearby model comparisons with enough verified LMSpeed data.
| Model metadata | GLM-4.6 exposes 202.8K tokens; notable signals: Text input, Text output, Tool calling, Structured outputs. | GLM-4.7 exposes 202.8K tokens; notable signals: Text input, Text output, Tool calling, Structured outputs. |
|---|---|---|
| Developer | No data | No data |
| Context window | 202.8K tokens | 202.8K tokens |
| Max output | 131.1K tokens | 131.1K tokens |
| Released | Sep 2025 | Dec 2025 |
| Modalities | Input Text Output Text | Input Text Output Text |
| Features | Text inputText outputTool callingStructured outputsJSON modeReasoning | Text inputText outputTool callingStructured outputsJSON modeReasoning |
| Parameters | No data | No data |
| Tokenizer | Other | Other |
| Knowledge cutoff | 2025-03-31 | No data |
| OpenRouter ID | z-ai/glm-4.6 | z-ai/glm-4.7 |
| References | No data | No data |
| MMLU-Pro | 78.4%#45 | 85.6%#16 |
|---|
| SciCode | 33.1%#83 | 45.1%#22 |
|---|
| Input price | $0.600/M#23 | $0.600/M#23 |
|---|
| Output price | $2.20/M#25 | $2.20/M#25 |
|---|
| GPQA | 63.2%#98 | 85.9%#27 |
|---|
| Time to first token | 1.74 s#64 | 0.86 s#28 |
|---|
| HLE | 5.2%#85 | 25.1%#30 |
|---|
GLM-4.7
speed / latency
64 tok/s / 16663ms
input / output
No data
智谱 AI30 tests | GLM-4.6 speed / latency 69 tok/s / 2577ms input / output No data | GLM-4.7 speed / latency 42 tok/s / 24443ms input / output No data |
|---|
Medu Chat10 tests | GLM-4.6 speed / latency N/A / N/A input / output No data | GLM-4.7 speed / latency 420 tok/s / 2872ms input / output No data |
|---|
N1N10 tests | GLM-4.6 speed / latency 56 tok/s / 1357ms input / output No data | GLM-4.7 speed / latency 64 tok/s / 7681ms input / output No data |
|---|
WONG公益站5 tests | GLM-4.6 speed / latency N/A / N/A input / output No data | GLM-4.7 speed / latency 45 tok/s / 4675ms input / output No data |
|---|
GLM-4.6 ZhipuAI/GLM-4.6 speed / latency No data input / output $0/M / $0/M | GLM-4.7 ZhipuAI/GLM-4.7 speed / latency No data input / output $75.00/M / $75.00/M |
GLM-4.6 glm-4.6 speed / latency No data input / output $0.010/M / $0.010/M | GLM-4.7 glm-4.7-free speed / latency No data input / output $0.010/M / $0.010/M |
GLM-4.6 glm-4.6 speed / latency No data input / output $0.010/M / $0.010/M | GLM-4.7 glm-4.7 speed / latency No data input / output $0.010/M / $0.010/M |
GLM-4.6 glm-4.6 speed / latency No data input / output $0.010/M / $0.058/M | GLM-4.7 glm-4.7 speed / latency No data input / output $0.010/M / $0.058/M |
GLM-4.6 glm-4-6 speed / latency No data input / output $0.020/M / $0.040/M | GLM-4.7 glm-4.7 speed / latency No data input / output $0.020/M / $0.040/M |
Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.
