AI BENCHY Compare

Kwaipilot: KAT-Coder-Air V2.5 vs Qwen: Qwen3.6 Flash

Summary

The average score is effectively tied at 6.0 vs 6.0. Qwen3.6 Flash has the lower benchmark cost at $0.015 vs $0.030. Qwen3.6 Flash is faster at 1.60s vs 6.47s, with pass rates of 46.0% vs 33.3%.

Recommended modelQwen3.6 FlashIt has the best score here (6.0), while costing about 2.1x less than KAT-Coder-Air V2.5 (low).

Last updated at: 2026-07-14

Metric	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Release: 2026-07-14	Qwen3.6 Flash Qwen3.6 Flash none Release: 2026-04-20

Metric	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Release: 2026-07-14	Qwen3.6 Flash Qwen3.6 Flash none Release: 2026-04-20
Score	6.0	6.0
Rank	#124	#126
Reliability	9.7	10.0
Consistency	7.6	10.0
Tests Correct
Attempt pass rate	46.0%	33.3%
Flaky tests	6	0
Total Runs	63	63
Cost per result	0.427	0.266
Total Cost	$0.030	$0.015
Input Price	$0.150 / 1M	$0.188 / 1M
Output Price	$0.600 / 1M	$1.125 / 1M
Total Input Tokens	42,464	50,810
Output Tokens	4,227	4,164
Reasoning Tokens	34,864	0
Response Time (avg)	6.47s	1.60s
Response Time (max)	25.49s	4.60s
Response Time (total)	135.80s	33.59s

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

#126 Qwen3.6 Flash

none

Cost: $0.005
Time: 20.1s
Tokens: 4,211 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

Category:

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	7.3	5.8	83.3%	2		3.50s	672	422	1,548
Qwen3.6 Flash	3.1	10.0	0.0%	0		1.63s	696	1,554	0

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	3.5	7.3	11.1%	1		11.06s	7,893	2,001	13,623
Qwen3.6 Flash	5.4	10.0	33.3%	0		1.79s	6,488	889	0

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		25.49s	15,132	368	5,707
Qwen3.6 Flash	3.0	10.0	0.0%	0		4.22s	24,675	315	0

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	6.5	10.0	50.0%	0		2.82s	7,776	261	1,069
Qwen3.6 Flash	10.0	10.0	100.0%	0		2.13s	7,794	243	0

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	2.9	7.2	11.1%	1		4.99s	553	310	3,332
Qwen3.6 Flash	5.3	10.0	33.3%	0		1.11s	789	15	0

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	5.0	10.0	0.0%	0		10.11s	516	142	596
Qwen3.6 Flash	10.0	10.0	100.0%	0		947ms	522	132	0

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	9.8	10.0	100.0%	0		1.64s	699	89	640
Qwen3.6 Flash	6.3	10.0	50.0%	0		1.10s	711	66	0

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	3.1	4.6	22.2%	2		1.57s	696	294	796
Qwen3.6 Flash	3.5	10.0	0.0%	0		1.21s	714	669	0

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		4.47s	8,391	330	1,065
Qwen3.6 Flash	10.0	10.0	100.0%	0		2.49s	8,211	272	0

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	3.0	10.0	0.0%	0		19.98s	136	10	6,488
Qwen3.6 Flash	3.0	10.0	0.0%	0		649ms	210	9	0

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