#120 Gemma 4 31B
none- Cost
- $0.001
- Time
- 12.8s
- Tokens
- 795 tok
AI BENCHY Compare
Google: Gemma 4 31B vs Kwaipilot: KAT-Coder-Air V2.5
Summary
KAT-Coder-Air V2.5 (high) leads on average score with 6.2 vs 6.1. Gemma 4 31B has the lower benchmark cost at $0.002 vs $0.064. Gemma 4 31B is faster at 4.05s vs 11.02s, with pass rates of 47.6% vs 46.0%.
Recommended modelGemma 4 31BIts score stays close to the best score here (6.1 vs 6.2), while costing about 36.4x less than KAT-Coder-Air V2.5 (high).
Last updated at: 2026-07-14
| Metric | Gemma 4 31B Gemma 4 31B none Free Available | KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high |
|---|---|---|
| Score | 6.1 | 6.2 |
| Rank | #120 | #110 |
| Reliability | 10.0 | 9.7 |
| Consistency | 10.0 | 7.6 |
| Tests Correct | ||
| Attempt pass rate | 47.6% | 46.0% |
| Flaky tests | 0 | 6 |
| Total Runs | 63 | 63 |
| Cost per result | 0.034 | 0.910 |
| Total Cost | $0.002 | $0.064 |
| Input Price | $0.060 / 1M | $0.150 / 1M |
| Output Price | $0.350 / 1M | $0.600 / 1M |
| Total Input Tokens | 20,911 | 41,748 |
| Output Tokens | 1,407 | 3,894 |
| Reasoning Tokens | 0 | 91,773 |
| Response Time (avg) | 4.05s | 11.02s |
| Response Time (max) | 26.13s | 104.98s |
| Response Time (total) | 76.87s | 231.37s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#110 KAT-Coder-Air V2.5
high
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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 31B | 5.5 | 10.0 | 33.3% | 0 | 11.19s | 8,381 | 735 | 0 | |
| KAT-Coder-Air V2.5 | 4.3 | 7.3 | 11.1% | 1 | 39.07s | 6,948 | 1,166 | 55,883 |
Quick Compare
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