Data points: 82
Model compare
The readout for GLM-4.6V 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 26.7 to 73.3.
Evidence depth
82 data points
Includes 8 benchmark rows, 0 audit samples, and 7 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-4.6V and GLM-4.7: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | GLM-4.6V | GLM-4.7 |
|---|---|---|
| Overall leader | Contender | Leading |
| Weighted overall score | 26.7 pts | 73.3 pts |
| Benchmark category leads | 1 categories | 2 categories |
| Operational advantages | No data | Cheapest input price, Average speed, First-token latency, Free providers, Provider coverage |
| Context window | 131.1K tokens | 204.8K tokens |
| Max output | 32.8K tokens | 131.1K tokens |
| Modalities | Input ImageTextvideo Output 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-4.6V | GLM-4.7 |
|---|---|---|
| Developer | Z.ai | Z.ai |
| Released | Dec 2025 | Dec 2025 |
| Parameters | No data | No data |
| Tokenizer | Other | Other |
| Knowledge cutoff | No data | No data |
| OpenRouter ID | z-ai/glm-4.6v | z-ai/glm-4.7 |
| References | No data | No data |
This report only uses LMSpeed data for GLM-4.6V and GLM-4.7: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
GLM-4.6V
GLM-4.6V leads these benchmark categories: Math.
GLM-4.7
GLM-4.7 is stronger in benchmark categories (Coding, Reasoning) and operational dimensions (Cheapest input price, Average speed, First-token latency, Free providers, 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-4.6V
47.4
Avg. score
GLM-4.7
48.8
GLM-4.7
GLM-4.7 leads by 13.2
GLM-4.7 leads by 4.9
GLM-4.7
GLM-4.6V leads by 3.1
No data
No data
GLM-4.7
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
GLM-4.6V
winner$0.450/M
Rank #36/162 · confidence 4
GLM-4.7
$1.00/M
Rank #75/162 · confidence 4
GLM-4.6V
winner$0.900/M
Rank #38/162 · confidence 4
GLM-4.7
$2.20/M
Rank #68/162 · confidence 4
GLM-4.6V
winner$0.300/M
Rank #46/162 · confidence 4
GLM-4.7
$0.600/M
Rank #80/162 · confidence 4
GLM-4.6V
75.2%
Rank #85/125 · confidence 4
GLM-4.7
winner79.4%
Rank #66/125 · confidence 4
GLM-4.6V
56.6%
Rank #154/188 · confidence 4
GLM-4.7
winner66.4%
Rank #127/188 · confidence 4
GLM-4.6V
3.7%
Rank #171/187 · confidence 4
GLM-4.7
winner6.1%
Rank #127/187 · confidence 4
GLM-4.6V
41.1%
Rank #70/115 · confidence 4
GLM-4.7
winner56.2%
Rank #48/115 · confidence 4
GLM-4.6V
27.2%
Rank #150/185 · confidence 4
GLM-4.7
winner35.4%
Rank #110/185 · confidence 4
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | GLM-4.6V | 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-4.6V | GLM-4.7 |
|---|---|---|
35 tests | GLM-4.6V speed / latency N/A / N/A input / output No data | GLM-4.7 speed / latency 64 tok/s / 16663ms input / output No data |
30 tests | GLM-4.6V speed / latency 36 tok/s / 37306ms input / output No data | GLM-4.7 speed / latency 42 tok/s / 24443ms input / output No data |
5 tests | GLM-4.6V speed / latency N/A / N/A input / output No data | GLM-4.7 speed / latency 48 tok/s / 41223ms input / output No data |
5 tests | GLM-4.6V 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-4.6V speed / latency 44 tok/s / 17440ms input / output No data | GLM-4.7 speed / latency N/A / N/A input / output No data |
GLM-4.6V glm-4.6v speed / latency No data input / output $0.021/M/$0.062/M | GLM-4.7 glm-4.7 speed / latency No data input / output $0.041/M | |
GLM-4.6V glm-4.6v speed / latency No data input / output $0.068/M/$0.205/M | GLM-4.7 glm-4.7 speed / latency No data input / output $2.05/M |
Weighted outcome: GLM-4.7. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Input
Output
| Features | Text inputImage inputText outputTool callingJSON modeReasoning | Text inputText outputTool callingStructured outputsJSON modeReasoning |
|---|
