#168 KAT-Coder-Air V2.5
none- Cost
- $0.002
- Time
- 14.5s
- Tokens
- 2,619 tok
AI BENCHY Compare
Kwaipilot: KAT-Coder-Air V2.5 vs Z.ai: GLM 5.1
Summary
GLM 5.1 leads on average score with 5.6 vs 4.9. KAT-Coder-Air V2.5 has the lower benchmark cost at $0.037 vs $0.057. GLM 5.1 is faster at 4.10s vs 6.99s, with pass rates of 38.1% vs 41.3%.
Recommended modelGLM 5.1It has the best score here (5.6), while responding about 1.7x faster than KAT-Coder-Air V2.5.
Last updated at: 2026-07-14
| Metric | KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none | GLM 5.1 GLM 5.1 none |
|---|---|---|
| Score | 4.9 | 5.6 |
| Rank | #168 | #141 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.1 | 8.5 |
| Tests Correct | ||
| Attempt pass rate | 38.1% | 41.3% |
| Flaky tests | 7 | 4 |
| Total Runs | 63 | 63 |
| Cost per result | 0.724 | 0.843 |
| Total Cost | $0.037 | $0.057 |
| Input Price | $0.150 / 1M | $0.966 / 1M |
| Output Price | $0.600 / 1M | $3.036 / 1M |
| Total Input Tokens | 41,328 | 47,133 |
| Output Tokens | 49,933 | 3,754 |
| Reasoning Tokens | 0 | 0 |
| Response Time (avg) | 6.99s | 4.10s |
| Response Time (max) | 24.94s | 32.57s |
| Response Time (total) | 146.78s | 86.18s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#141 GLM 5.1
none
Invalid SVG
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
Top Models by Score
Score vs Total Cost
Response Time (avg)
Score vs Response Time (avg)
Total Output Tokens
Score vs Total Output Tokens
Category Breakdown
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 3.3 | 9.6 | 0.0% | 0 | 14.31s | 6,472 | 16,918 | 0 | |
| GLM 5.1 | 3.9 | 9.7 | 0.0% | 0 | 4.96s | 7,256 | 525 | 0 |
Quick Compare
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