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Google: Gemini 3.1 Flash Lite vs Kwaipilot: KAT-Coder-Air V2.5

Summary

Gemini 3.1 Flash Lite leads on average score with 6.1 vs 6.0. Gemini 3.1 Flash Lite has the lower benchmark cost at $0.013 vs $0.030. Gemini 3.1 Flash Lite is faster at 1.06s vs 6.47s, with pass rates of 52.4% vs 46.0%.

Recommended modelGemini 3.1 Flash LiteIt has the best score here (6.1), while costing about 2.3x less than KAT-Coder-Air V2.5 (low).

Last updated at: 2026-07-14

Metric Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite none Release: 2026-05-08 KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Release: 2026-07-14
Score 6.1 6.0
Rank #118 #124
Reliability 10.0 9.7
Consistency 8.6 7.6
Tests Correct
Attempt pass rate 52.4% 46.0%
Flaky tests 4 6
Total Runs 63 63
Cost per result 0.144 0.427
Total Cost $0.013 $0.030
Input Price $0.250 / 1M $0.150 / 1M
Output Price $1.500 / 1M $0.600 / 1M
Total Input Tokens 36,710 42,464
Output Tokens 2,484 4,227
Reasoning Tokens 0 34,864
Response Time (avg) 1.06s 6.47s
Response Time (max) 2.97s 25.49s
Response Time (total) 22.35s 135.80s

Generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#118 Gemini 3.1 Flash Lite

none
Cost
$0.001
Time
4.5s
Tokens
727 tok

#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 3.1 Flash Lite 5.5 10.0 33.3% 0 938ms 8,128 666 0
KAT-Coder-Air V2.5 3.5 7.3 11.1% 1 11.06s 7,893 2,001 13,623

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