AI BENCHY Compare

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

Summary

GPT-5.6 Sol leads on average score with 6.3 vs 6.2. KAT-Coder-Air V2.5 (high) has the lower benchmark cost at $0.064 vs $0.225. GPT-5.6 Sol is faster at 1.66s vs 11.02s, with pass rates of 46.0% vs 57.1%.

Recommended modelGPT-5.6 SolIt has the best score here (6.3), while responding about 6.6x faster than KAT-Coder-Air V2.5 (high).

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 Sol GPT-5.6 Sol none Release: 2026-07-09

Metric	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high Release: 2026-07-14	GPT-5.6 Sol GPT-5.6 Sol none Release: 2026-07-09
Score	6.2	6.3
Rank	#110	#106
Reliability	9.7	10.0
Consistency	7.6	9.0
Tests Correct
Attempt pass rate	46.0%	57.1%
Flaky tests	6	3
Total Runs	63	63
Cost per result	0.910	2.244
Total Cost	$0.064	$0.225
Input Price	$0.150 / 1M	$5.000 / 1M
Output Price	$0.600 / 1M	$30.000 / 1M
Total Input Tokens	41,748	34,218
Output Tokens	3,894	1,776
Reasoning Tokens	91,773	0
Response Time (avg)	11.02s	1.66s
Response Time (max)	104.98s	3.93s
Response Time (total)	231.37s	34.81s

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

#106 GPT-5.6 Sol

none

Cost: $0.116
Time: 78.7s
Tokens: 3,944 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	6.9	5.8	75.0%	2		2.49s	615	204	1,290
GPT-5.6 Sol	8.3	10.0	75.0%	0		1.27s	606	154	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	4.3	7.3	11.1%	1		39.07s	6,948	1,166	55,883
GPT-5.6 Sol	5.5	10.0	33.3%	0		1.39s	7,302	390	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		30.61s	15,132	422	8,958
GPT-5.6 Sol	3.0	10.0	0.0%	0		3.93s	11,019	300	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		3.59s	7,776	284	2,140
GPT-5.6 Sol	10.0	10.0	100.0%	0		1.53s	7,140	222	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		7.47s	771	914	8,602
GPT-5.6 Sol	3.6	7.2	22.2%	1		1.43s	723	54	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	5.1	10.0	0.0%	0		7.10s	516	179	539
GPT-5.6 Sol	6.5	3.4	66.7%	1		1.52s	477	91	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		1.51s	699	90	675
GPT-5.6 Sol	8.5	6.8	83.3%	1		1.33s	660	84	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	3.5	4.4	33.3%	2		2.47s	696	285	1,576
GPT-5.6 Sol	7.7	10.0	66.7%	0		1.49s	642	211	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		4.77s	8,391	330	1,082
GPT-5.6 Sol	10.0	10.0	100.0%	0		3.70s	5,454	246	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		21.72s	204	20	11,028
GPT-5.6 Sol	3.0	10.0	0.0%	0		1.95s	195	24	0

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