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

Summary

The average score is effectively tied at 6.1 vs 6.2. Gemini 3.1 Flash Lite (minimal) has the lower benchmark cost at $0.013 vs $0.045. Gemini 3.1 Flash Lite (minimal) is faster at 1.33s vs 8.28s, with pass rates of 54.0% vs 47.6%.

Recommended modelGemini 3.1 Flash Lite (minimal)It has the best score here (6.1), while costing about 3.5x less than KAT-Coder-Air V2.5 (medium).

Last updated at: 2026-07-14

Metric Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite minimal Release: 2026-05-08 KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 medium Release: 2026-07-14
Score 6.1 6.2
Rank #116 #115
Reliability 10.0 9.7
Consistency 8.8 8.8
Tests Correct
Attempt pass rate 54.0% 47.6%
Flaky tests 3 3
Total Runs 63 63
Cost per result 0.130 0.562
Total Cost $0.013 $0.045
Input Price $0.250 / 1M $0.150 / 1M
Output Price $1.500 / 1M $0.600 / 1M
Total Input Tokens 36,973 42,750
Output Tokens 2,487 7,759
Reasoning Tokens 0 56,357
Response Time (avg) 1.33s 8.28s
Response Time (max) 4.49s 48.19s
Response Time (total) 27.91s 173.80s

Generation showcase

Hamster playing table tennis

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

#116 Gemini 3.1 Flash Lite

minimal
Cost
$0.001
Time
3.7s
Tokens
635 tok

#115 KAT-Coder-Air V2.5

medium
Cost
$0.003
Time
23.7s
Tokens
4,924 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 831ms 8,126 666 0
KAT-Coder-Air V2.5 3.6 7.0 22.2% 1 23.37s 7,893 5,199 29,973

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