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Kwaipilot: KAT-Coder-Air V2.5 vs OpenAI: GPT-5.6 Luna

Summary

The average score is effectively tied at 6.2 vs 6.2. KAT-Coder-Air V2.5 (high) has the lower benchmark cost at $0.064 vs $0.141. GPT-5.6 Luna (low) is faster at 4.35s vs 11.02s, with pass rates of 46.0% vs 57.1%.

Recommended modelKAT-Coder-Air V2.5 (high)It has the best score here (6.2), while costing about 2.2x less than GPT-5.6 Luna (low).

Last updated at: 2026-07-14

Metric KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high Release: 2026-07-14 GPT-5.6 Luna GPT-5.6 Luna low Release: 2026-07-09
Score 6.2 6.2
Rank #110 #113
Reliability 9.7 10.0
Consistency 7.6 8.5
Tests Correct
Attempt pass rate 46.0% 57.1%
Flaky tests 6 4
Total Runs 63 63
Cost per result 0.910 1.404
Total Cost $0.064 $0.141
Input Price $0.150 / 1M $1.000 / 1M
Output Price $0.600 / 1M $6.000 / 1M
Total Input Tokens 41,748 34,218
Output Tokens 3,894 2,110
Reasoning Tokens 91,773 15,571
Response Time (avg) 11.02s 4.35s
Response Time (max) 104.98s 18.06s
Response Time (total) 231.37s 91.45s

Generation showcase

Hamster playing table tennis

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

#110 KAT-Coder-Air V2.5

high
Invalid SVG
Cost
$0.000
Time
300.0s
Tokens
0 tok

#113 GPT-5.6 Luna

low
Cost
$0.011
Time
10.2s
Tokens
1,897 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
KAT-Coder-Air V2.5 4.3 7.3 11.1% 1 39.07s 6,948 1,166 55,883
GPT-5.6 Luna 5.5 10.0 33.3% 0 4.61s 7,302 557 3,535

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