Data points: 79
Model compare
The readout for GLM-4.5 and GLM-4.7, before the detailed comparison sheet.
Weighted outcome: GLM-4.7. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Decision read
GLM-4.7
GLM-4.7 has the higher weighted result; Model A / B score 34.7 to 65.3.
Evidence depth
79 data points
Includes 6 benchmark rows, 0 audit samples, and 9 provider examples.
Selection signal
Start with GLM-4.7
The charts below split 15 high-signal samples across speed, scores, and audit health.
Switch either side of this report to compare another model with the same LMSpeed data pipeline.
Select a different model to open a new comparison URL.
This report only uses LMSpeed data for GLM-4.5 and GLM-4.7: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | GLM-4.5 | GLM-4.7 |
|---|---|---|
| Overall leader | Contender | Leading |
| Weighted overall score | 34.7 pts | 65.3 pts |
| Benchmark category leads | 1 categories | 2 categories |
| Operational advantages | First-token latency | Average speed, Provider coverage |
| Context window | 131.1K tokens | 204.8K tokens |
| Max output | 98.3K tokens | 131.1K tokens |
| Modalities | Input Text Output Text | Input Text |
The overall result weights benchmark capability categories at 80% and price, API speed/latency, and availability at 20%. Recent test volume does not affect the winner, and missing benchmark categories are excluded.
| Model compare | GLM-4.5 | GLM-4.7 |
|---|---|---|
| Developer | Z.ai | Z.ai |
| Released | Jul 2025 | Dec 2025 |
| Parameters | No data | No data |
| Tokenizer | Other | Other |
| Knowledge cutoff | 2024-12-31 | No data |
| OpenRouter ID | z-ai/glm-4.5 | z-ai/glm-4.7 |
| References | No data | No data |
This report only uses LMSpeed data for GLM-4.5 and GLM-4.7: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
GLM-4.5
GLM-4.5 is stronger in benchmark categories (Math) and operational dimensions (First-token latency).
GLM-4.7
GLM-4.7 is stronger in benchmark categories (Coding, Reasoning) and operational dimensions (Average speed, Provider coverage).
Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.
Compare benchmark category scores on a 0-100 scale. Select a category to inspect the gap.
Avg. score
GLM-4.5
55.1
Avg. score
GLM-4.7
48.8
GLM-4.7
GLM-4.7 leads by 2.0
GLM-4.7 leads by 1.9
GLM-4.7
GLM-4.5 leads by 11.9
No data
No data
GLM-4.7
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
GLM-4.5
winner83.5%
Rank #38/125 · confidence 4
GLM-4.7
79.4%
Rank #66/125 · confidence 4
GLM-4.5
winner78.2%
Rank #82/188 · confidence 4
GLM-4.7
66.4%
Rank #127/188 · confidence 4
GLM-4.5
winner12.2%
Rank #86/187 · confidence 4
GLM-4.7
6.1%
Rank #127/187 · confidence 4
GLM-4.5
winner73.8%
Rank #24/115 · confidence 4
GLM-4.7
56.2%
Rank #48/115 · confidence 4
GLM-4.5
34.8%
Rank #113/185 · confidence 4
GLM-4.7
winner35.4%
Rank #110/185 · confidence 4
GLM-4.5
1195.0
Rank #44/66 · confidence 1 · eval date 2025-06-01
GLM-4.7
winner1251.0
Rank #31/66 · confidence 2 · eval date 2025-10-01
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | GLM-4.5 | 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-4.5 | GLM-4.7 |
|---|---|---|
45 tests | GLM-4.5 speed / latency 52 tok/s / 9628ms input / output No data | GLM-4.7 speed / latency 42 tok/s / 24443ms input / output No data |
10 tests | GLM-4.5 speed / latency N/A / N/A input / output No data | GLM-4.7 speed / latency 420 tok/s / 2872ms input / output No data |
5 tests | GLM-4.5 speed / latency N/A / N/A input / output No data | GLM-4.7 speed / latency 64 tok/s / 7681ms input / output No data |
5 tests | GLM-4.5 speed / latency N/A / N/A input / output No data | GLM-4.7 speed / latency 45 tok/s / 4675ms input / output No data |
5 tests | GLM-4.5 speed / latency N/A / N/A input / output No data | GLM-4.7 speed / latency 24 tok/s / 23070ms input / output No data |
GLM-4.5 glm-4.5 speed / latency No data input / output $0.041/M/$0.151/M | GLM-4.7 glm-4.7 speed / latency No data input / output $0.041/M | |
GLM-4.5 glm-4.5 speed / latency No data input / output $0.010/request | GLM-4.7 glm-4.7 speed / latency No data input / output $0.010/request | |
GLM-4.5 glm-4.5 speed / latency No data input / output $0.066/M/$0.263/M | GLM-4.7 glm-4.7 speed / latency No data input / output $0.616/M | |
GLM-4.5 glm-4.5 speed / latency No data input / output $0.066/M/$0.263/M | GLM-4.7 glm-4.7 speed / latency No data input / output $0.616/M |
Weighted outcome: GLM-4.7. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Output
| Features | Text inputText outputTool callingJSON modeReasoning | Text inputText outputTool callingStructured outputsJSON modeReasoning |
|---|
