#2 Gemini 3 Flash Preview
medium- Cost
- $0.010
- Time
- 17.9s
- Tokens
- 3,236 tok
AI BENCHY Compare
Google: Gemini 3 Flash Preview vs Kwaipilot: KAT-Coder-Pro V2.5
Summary
Gemini 3 Flash Preview (medium) leads on average score with 9.6 vs 7.7. KAT-Coder-Pro V2.5 (high) has the lower benchmark cost at $0.246 vs $0.667. KAT-Coder-Pro V2.5 (high) is faster at 12.30s vs 18.64s, with pass rates of 98.4% vs 63.5%.
Recommended modelGemini 3 Flash Preview (medium)It has the strongest score in this comparison (9.6) and the best overall balance of cost and response time across all 2 models.
Last updated at: 2026-07-14
| Metric | Gemini 3 Flash Preview Gemini 3 Flash Preview medium | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high |
|---|---|---|
| Score | 9.6 | 7.7 |
| Rank | #2 | #53 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.7 | 8.1 |
| Tests Correct | ||
| Attempt pass rate | 98.4% | 63.5% |
| Flaky tests | 1 | 5 |
| Total Runs | 63 | 63 |
| Cost per result | 3.335 | 2.228 |
| Total Cost | $0.667 | $0.246 |
| Input Price | $0.500 / 1M | $0.740 / 1M |
| Output Price | $3.000 / 1M | $2.960 / 1M |
| Total Input Tokens | 37,017 | 42,750 |
| Output Tokens | 2,006 | 2,509 |
| Reasoning Tokens | 214,153 | 69,594 |
| Response Time (avg) | 18.64s | 12.30s |
| Response Time (max) | 117.26s | 95.65s |
| Response Time (total) | 391.35s | 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 Flash Preview | 8.6 | 7.6 | 88.9% | 1 | 84.40s | 8,122 | 462 | 161,084 | |
| KAT-Coder-Pro V2.5 | 6.4 | 7.9 | 44.4% | 1 | 22.00s | 7,893 | 422 | 20,461 |
Quick Compare
Switch Comparison Pair
KAT-Coder-Pro V2.5highvsStep 3.7 FlashlowClaude Opus 4.6mediumvsKAT-Coder-Pro V2.5highKAT-Coder-Pro V2.5highvsGPT-5.6 TerralowKAT-Coder-Pro V2.5highvsGrok 4.3mediumKAT-Coder-Pro V2.5highvsMiniMax M3mediumGemini 3 Flash PreviewmediumvsGPT-5.6 SollowClaude Opus 4.8lowvsKAT-Coder-Pro V2.5highKAT-Coder-Pro V2.5highvsQwen3.5-122B-A10BmediumKAT-Coder-Pro V2.5highvsGrok Build 0.1mediumKAT-Coder-Pro V2.5highvsKimi K2.6mediumFree AvailableGemini 3.1 Flash LitemediumvsKAT-Coder-Pro V2.5highKAT-Coder-Pro V2.5highvsQwen3.5 Plus 2026-04-20medium