#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-Air V2.5
Summary
Gemini 3 Flash Preview (medium) leads on average score with 9.6 vs 6.0. KAT-Coder-Air V2.5 (low) has the lower benchmark cost at $0.030 vs $0.667. KAT-Coder-Air V2.5 (low) is faster at 6.47s vs 18.64s, with pass rates of 98.4% vs 46.0%.
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-Air V2.5 KAT-Coder-Air V2.5 low |
|---|---|---|
| Score | 9.6 | 6.0 |
| Rank | #2 | #124 |
| Reliability | 10.0 | 9.7 |
| Consistency | 9.7 | 7.6 |
| Tests Correct | ||
| Attempt pass rate | 98.4% | 46.0% |
| Flaky tests | 1 | 6 |
| Total Runs | 63 | 63 |
| Cost per result | 3.335 | 0.427 |
| Total Cost | $0.667 | $0.030 |
| Input Price | $0.500 / 1M | $0.150 / 1M |
| Output Price | $3.000 / 1M | $0.600 / 1M |
| Total Input Tokens | 37,017 | 42,464 |
| Output Tokens | 2,006 | 4,227 |
| Reasoning Tokens | 214,153 | 34,864 |
| Response Time (avg) | 18.64s | 6.47s |
| Response Time (max) | 117.26s | 25.49s |
| Response Time (total) | 391.35s | 135.80s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#124 KAT-Coder-Air V2.5
low- Cost
- $0.004
- Time
- 29.9s
- Tokens
- 6,008 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-Air V2.5 | 3.5 | 7.3 | 11.1% | 1 | 11.06s | 7,893 | 2,001 | 13,623 |
Quick Compare
Switch Comparison Pair
KAT-Coder-Air V2.5lowvsGPT-5.6 TerranoneKAT-Coder-Air V2.5lowvsQwen3.6 Max PreviewnoneKAT-Coder-Air V2.5lowvsGLM 5noneKAT-Coder-Air V2.5lowvsQwen3.6 FlashnoneKAT-Coder-Air V2.5lowvsQwen3.5-35B-A3BnoneGemini 3 Flash PreviewmediumvsGPT-5.6 SollowKAT-Coder-Air V2.5lowvsNemotron 3 Ultra 550b A55bnoneFree AvailableKAT-Coder-Air V2.5lowvsQwen3.5-27BnoneGemma 4 31BnoneFree AvailablevsKAT-Coder-Air V2.5lowKAT-Coder-Air V2.5lowvsQwen3.5-FlashnoneGemini 3.1 Flash LitenonevsKAT-Coder-Air V2.5lowKAT-Coder-Air V2.5lowvsQwen3.5 Plus 2026-02-15none