AI BENCHY Compare

Kwaipilot: KAT-Coder-Pro V2.5 vs Qwen: Qwen3.6 35B A3B

Summary

KAT-Coder-Pro V2.5 leads on average score with 6.8 vs 6.7. Qwen3.6 35B A3B (medium) has the lower benchmark cost at $0.146 vs $0.220. KAT-Coder-Pro V2.5 is faster at 10.81s vs 18.08s, with pass rates of 71.4% vs 63.5%.

Recommended modelKAT-Coder-Pro V2.5It has the best score here (6.8), while responding about 1.7x faster than Qwen3.6 35B A3B (medium).

Last updated at: 2026-07-14

Metric	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none Release: 2026-07-14	Qwen3.6 35B A3B Qwen3.6 35B A3B medium Release: 2026-04-20

Metric	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none Release: 2026-07-14	Qwen3.6 35B A3B Qwen3.6 35B A3B medium Release: 2026-04-20
Score	6.8	6.7
Rank	#89	#93
Reliability	10.0	10.0
Consistency	7.3	9.6
Tests Correct
Attempt pass rate	71.4%	63.5%
Flaky tests	7	1
Total Runs	63	63
Cost per result	1.992	1.094
Total Cost	$0.220	$0.146
Input Price	$0.740 / 1M	$0.140 / 1M
Output Price	$2.960 / 1M	$1.000 / 1M
Total Input Tokens	42,749	16,385
Output Tokens	63,338	19,632
Reasoning Tokens	0	130,219
Response Time (avg)	10.81s	18.08s
Response Time (max)	53.57s	86.11s
Response Time (total)	227.02s	343.61s

Generation showcase

Hamster playing table tennis

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

#89 KAT-Coder-Pro V2.5

none

Cost: $0.010
Time: 29.0s
Tokens: 3,439 tok

#93 Qwen3.6 35B A3B

medium

Invalid SVG

Cost: $0.000
Time: 300.0s
Tokens: 0 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-Pro V2.5	8.7	7.9	91.7%	1		4.58s	672	3,998	0
Qwen3.6 35B A3B	10.0	10.0	100.0%	0		6.02s	672	1,154	12,385

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	6.1	4.7	66.7%	2		22.52s	7,893	22,440	0
Qwen3.6 35B A3B	7.7	10.0	66.7%	0		50.55s	5,051	7,929	37,223

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	4.7	1.6	66.7%	1		30.76s	15,131	5,366	0
Qwen3.6 35B A3B	3.0	10.0	0.0%	0		0ms	0	0	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-Pro V2.5	10.0	10.0	100.0%	0		5.07s	7,776	2,361	0
Qwen3.6 35B A3B	10.0	10.0	100.0%	0		12.99s	7,776	2,591	9,968

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	3.6	7.2	22.2%	1		21.64s	771	20,972	0
Qwen3.6 35B A3B	5.3	7.2	44.4%	1		22.50s	771	6,193	39,116

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	4.8	3.2	33.3%	1		5.16s	516	1,067	0
Qwen3.6 35B A3B	4.4	9.9	0.0%	0		8.66s	516	129	4,569

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	9.8	10.0	100.0%	0		2.61s	699	1,084	0
Qwen3.6 35B A3B	10.0	10.0	100.0%	0		7.50s	699	219	7,404

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	8.2	7.2	88.9%	1		3.03s	696	1,929	0
Qwen3.6 35B A3B	8.0	10.0	66.7%	0		5.95s	696	655	9,228

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		5.93s	8,391	1,103	0
Qwen3.6 35B A3B	3.0	10.0	0.0%	0		0ms	0	0	0

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	3.0	10.0	0.0%	0		9.91s	204	3,018	0
Qwen3.6 35B A3B	3.0	10.0	0.0%	0		32.90s	204	762	10,326

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