#116 Gemini 3.1 Flash Lite
minimal- Cost
- $0.001
- Time
- 3.7s
- Tokens
- 635 tok
AI BENCHY Compare
Google: Gemini 3.1 Flash Lite vs Kwaipilot: KAT-Coder-Air V2.5
Summary
KAT-Coder-Air V2.5 (high) leads on average score with 6.2 vs 6.1. Gemini 3.1 Flash Lite (minimal) has the lower benchmark cost at $0.013 vs $0.064. Gemini 3.1 Flash Lite (minimal) is faster at 1.33s vs 11.02s, with pass rates of 54.0% vs 46.0%.
Recommended modelGemini 3.1 Flash Lite (minimal)Its score stays close to the best score here (6.1 vs 6.2), while costing about 4.9x less than KAT-Coder-Air V2.5 (high).
Last updated at: 2026-07-14
| Metric | Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite minimal | KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high |
|---|---|---|
| Score | 6.1 | 6.2 |
| Rank | #116 | #110 |
| Reliability | 10.0 | 9.7 |
| Consistency | 8.8 | 7.6 |
| Tests Correct | ||
| Attempt pass rate | 54.0% | 46.0% |
| Flaky tests | 3 | 6 |
| Total Runs | 63 | 63 |
| Cost per result | 0.130 | 0.910 |
| Total Cost | $0.013 | $0.064 |
| Input Price | $0.250 / 1M | $0.150 / 1M |
| Output Price | $1.500 / 1M | $0.600 / 1M |
| Total Input Tokens | 36,973 | 41,748 |
| Output Tokens | 2,487 | 3,894 |
| Reasoning Tokens | 0 | 91,773 |
| Response Time (avg) | 1.33s | 11.02s |
| Response Time (max) | 4.49s | 104.98s |
| Response Time (total) | 27.91s | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 5.5 | 10.0 | 33.3% | 0 | 831ms | 8,126 | 666 | 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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