#88 Gemini 3.5 Flash
minimal- Cost
- $0.041
- Time
- 20.4s
- Tokens
- 4,608 tok
AI BENCHY Compare
Google: Gemini 3.5 Flash vs Kwaipilot: KAT-Coder-Pro V2.5
Summary
The average score is effectively tied at 6.8 vs 6.8. Gemini 3.5 Flash (minimal) has the lower benchmark cost at $0.108 vs $0.220. Gemini 3.5 Flash (minimal) is faster at 1.57s vs 10.81s, with pass rates of 68.3% vs 71.4%.
Recommended modelGemini 3.5 Flash (minimal)It has the best score here (6.8), while costing about 2.0x less than KAT-Coder-Pro V2.5.
Last updated at: 2026-07-14
| Metric | Gemini 3.5 Flash Gemini 3.5 Flash minimal | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none |
|---|---|---|
| Score | 6.8 | 6.8 |
| Rank | #88 | #89 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.6 | 7.3 |
| Tests Correct | ||
| Attempt pass rate | 68.3% | 71.4% |
| Flaky tests | 1 | 7 |
| Total Runs | 63 | 63 |
| Cost per result | 0.767 | 1.992 |
| Total Cost | $0.108 | $0.220 |
| Input Price | $1.500 / 1M | $0.740 / 1M |
| Output Price | $9.000 / 1M | $2.960 / 1M |
| Total Input Tokens | 39,847 | 42,749 |
| Output Tokens | 5,277 | 63,338 |
| Reasoning Tokens | 0 | 0 |
| Response Time (avg) | 1.57s | 10.81s |
| Response Time (max) | 5.51s | 53.57s |
| Response Time (total) | 33.02s | 227.02s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#89 KAT-Coder-Pro V2.5
none- Cost
- $0.010
- Time
- 29.0s
- Tokens
- 3,439 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 3.5 Flash | 5.6 | 9.9 | 33.3% | 0 | 2.75s | 8,122 | 3,456 | 0 | |
| KAT-Coder-Pro V2.5 | 6.1 | 4.7 | 66.7% | 2 | 22.52s | 7,893 | 22,440 | 0 |
Quick Compare
Switch Comparison Pair
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