AI BENCHY Compare

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

Summary

The average score is effectively tied at 6.0 vs 6.0. KAT-Coder-Air V2.5 (low) has the lower benchmark cost at $0.030 vs $0.075. Qwen3.6 Max Preview is faster at 3.30s vs 6.47s, with pass rates of 46.0% vs 58.7%.

Recommended modelQwen3.6 Max PreviewIt has the best score here (6.0), while responding about 2.0x faster 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 Max Preview Qwen3.6 Max Preview none Release: 2026-04-20

Metric	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 low Release: 2026-07-14	Qwen3.6 Max Preview Qwen3.6 Max Preview none Release: 2026-04-20
Score	6.0	6.0
Rank	#124	#122
Reliability	9.7	10.0
Consistency	7.6	9.2
Tests Correct
Attempt pass rate	46.0%	58.7%
Flaky tests	6	2
Total Runs	63	63
Cost per result	0.427	0.824
Total Cost	$0.030	$0.075
Input Price	$0.150 / 1M	$1.040 / 1M
Output Price	$0.600 / 1M	$6.240 / 1M
Total Input Tokens	42,464	42,509
Output Tokens	4,227	4,779
Reasoning Tokens	34,864	0
Response Time (avg)	6.47s	3.30s
Response Time (max)	25.49s	20.51s
Response Time (total)	135.80s	69.40s

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

#122 Qwen3.6 Max Preview

none

Cost: $0.025
Time: 83.9s
Tokens: 4,066 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 Max Preview	5.2	7.9	41.7%	1		2.63s	696	513	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 Max Preview	3.8	7.3	22.2%	1		3.12s	7,913	456	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 Max Preview	3.0	10.0	0.0%	0		20.51s	14,949	2,842	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 Max Preview	10.0	10.0	100.0%	0		2.87s	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 Max Preview	7.7	10.0	66.7%	0		1.22s	789	18	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 Max Preview	4.3	10.0	0.0%	0		1.62s	522	76	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 Max Preview	9.8	10.0	100.0%	0		1.40s	711	69	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 Max Preview	10.0	10.0	100.0%	0		2.65s	714	321	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 Max Preview	10.0	10.0	100.0%	0		5.27s	8,211	222	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 Max Preview	3.0	10.0	0.0%	0		1.97s	210	19	0

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