#42 Gemini 3.1 Flash Lite Preview
medium- Cost
- $0.003
- Time
- 5.2s
- Tokens
- 1,944 tok
AI BENCHY Compare
Google: Gemini 3.1 Flash Lite Preview vs Kwaipilot: KAT-Coder-Pro V2.5
Summary
Gemini 3.1 Flash Lite Preview (medium) leads on average score with 7.8 vs 7.7. Gemini 3.1 Flash Lite Preview (medium) has the lower benchmark cost at $0.068 vs $0.246. Gemini 3.1 Flash Lite Preview (medium) is faster at 3.96s vs 12.30s, with pass rates of 61.9% vs 63.5%.
Recommended modelGemini 3.1 Flash Lite Preview (medium)It has the best score here (7.8), while costing about 3.6x less than KAT-Coder-Pro V2.5 (high).
Last updated at: 2026-07-14
| Metric | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview medium | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high |
|---|---|---|
| Score | 7.8 | 7.7 |
| Rank | #42 | #53 |
| Reliability | 10.0 | 10.0 |
| Consistency | 10.0 | 8.1 |
| Tests Correct | ||
| Attempt pass rate | 61.9% | 63.5% |
| Flaky tests | 0 | 5 |
| Total Runs | 63 | 63 |
| Cost per result | 0.523 | 2.228 |
| Total Cost | $0.068 | $0.246 |
| Input Price | $0.250 / 1M | $0.740 / 1M |
| Output Price | $1.500 / 1M | $2.960 / 1M |
| Total Input Tokens | 37,786 | 42,750 |
| Output Tokens | 2,210 | 2,509 |
| Reasoning Tokens | 36,744 | 69,594 |
| Response Time (avg) | 3.96s | 12.30s |
| Response Time (max) | 14.93s | 95.65s |
| Response Time (total) | 83.06s | 258.34s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#53 KAT-Coder-Pro V2.5
high- Cost
- $0.009
- Time
- 26.4s
- Tokens
- 3,117 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 Preview | 5.5 | 10.0 | 33.3% | 0 | 4.09s | 8,126 | 461 | 8,597 | |
| KAT-Coder-Pro V2.5 | 6.4 | 7.9 | 44.4% | 1 | 22.00s | 7,893 | 422 | 20,461 |
Quick Compare
Switch Comparison Pair
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