#44 Gemini 3.1 Flash Lite
medium- Cost
- $0.003
- Time
- 5.3s
- Tokens
- 1,754 tok
AI BENCHY Compare
Google: Gemini 3.1 Flash Lite vs Kwaipilot: KAT-Coder-Pro V2.5
Summary
KAT-Coder-Pro V2.5 (low) leads on average score with 8.0 vs 7.8. Gemini 3.1 Flash Lite (medium) has the lower benchmark cost at $0.071 vs $0.220. Gemini 3.1 Flash Lite (medium) is faster at 3.23s vs 10.44s, with pass rates of 65.1% vs 71.4%.
Recommended modelGemini 3.1 Flash Lite (medium)Its score stays close to the best score here (7.8 vs 8.0), while costing about 3.1x less than KAT-Coder-Pro V2.5 (low).
Last updated at: 2026-07-14
| Metric | Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite medium | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low |
|---|---|---|
| Score | 7.8 | 8.0 |
| Rank | #44 | #35 |
| Reliability | 10.0 | 9.9 |
| Consistency | 9.2 | 7.3 |
| Tests Correct | ||
| Attempt pass rate | 65.1% | 71.4% |
| Flaky tests | 2 | 7 |
| Total Runs | 63 | 63 |
| Cost per result | 0.539 | 1.991 |
| Total Cost | $0.071 | $0.220 |
| Input Price | $0.250 / 1M | $0.740 / 1M |
| Output Price | $1.500 / 1M | $2.960 / 1M |
| Total Input Tokens | 36,808 | 42,750 |
| Output Tokens | 2,254 | 2,167 |
| Reasoning Tokens | 38,300 | 61,133 |
| Response Time (avg) | 3.23s | 10.44s |
| Response Time (max) | 10.87s | 51.34s |
| Response Time (total) | 67.80s | 219.17s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#35 KAT-Coder-Pro V2.5
low- Cost
- $0.016
- Time
- 47.6s
- Tokens
- 5,182 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 | 3.81s | 8,134 | 459 | 8,978 | |
| KAT-Coder-Pro V2.5 | 7.8 | 10.0 | 66.7% | 0 | 24.87s | 7,893 | 402 | 24,945 |
Quick Compare
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