#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 4.7 Flash
Summary
KAT-Coder-Air V2.5 leads on average score with 4.9 vs 4.3. KAT-Coder-Air V2.5 has the lower benchmark cost at $0.037 vs $0.054. KAT-Coder-Air V2.5 is faster at 6.99s vs 35.10s, with pass rates of 38.1% vs 33.3%.
Recommended modelKAT-Coder-Air V2.5It has the best score here (4.9), while responding about 5.0x faster than GLM 4.7 Flash (medium).
Last updated at: 2026-07-14
| Metric | KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none | GLM 4.7 Flash GLM 4.7 Flash medium |
|---|---|---|
| Score | 4.9 | 4.3 |
| Rank | #168 | #185 |
| Reliability | 10.0 | 6.7 |
| Consistency | 7.1 | 6.8 |
| Tests Correct | ||
| Attempt pass rate | 38.1% | 33.3% |
| Flaky tests | 7 | 8 |
| Total Runs | 63 | 63 |
| Cost per result | 0.724 | 1.337 |
| Total Cost | $0.037 | $0.054 |
| Input Price | $0.150 / 1M | $0.060 / 1M |
| Output Price | $0.600 / 1M | $0.400 / 1M |
| Total Input Tokens | 41,328 | 37,206 |
| Output Tokens | 49,933 | 43,754 |
| Reasoning Tokens | 0 | 89,079 |
| Response Time (avg) | 6.99s | 35.10s |
| Response Time (max) | 24.94s | 174.55s |
| Response Time (total) | 146.78s | 456.24s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#185 GLM 4.7 Flash
medium
Invalid SVG
- Cost
- $0.000
- Time
- 186.2s
- Tokens
- 12,112 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 4.7 Flash | 3.2 | 7.4 | 11.1% | 1 | 55.33s | 3,106 | 4,981 | 22,387 |
Quick Compare
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