AI BENCHY Compare

Kwaipilot: KAT-Coder-Air V2.5 vs OpenAI: gpt-oss-120b

Summary

gpt-oss-120b (medium) leads on average score with 6.7 vs 6.2. gpt-oss-120b (medium) has the lower benchmark cost at $0.011 vs $0.064. KAT-Coder-Air V2.5 (high) is faster at 11.02s vs 22.28s, with pass rates of 46.0% vs 52.4%.

Recommended modelgpt-oss-120b (medium)It has the best score here (6.7), while costing about 6.4x less 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-oss-120b gpt-oss-120b medium Release: 2025-08-05 Free Available

Metric	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high Release: 2026-07-14	gpt-oss-120b gpt-oss-120b medium Release: 2025-08-05 Free Available
Score	6.2	6.7
Rank	#110	#96
Reliability	9.7	10.0
Consistency	7.6	8.0
Tests Correct
Attempt pass rate	46.0%	52.4%
Flaky tests	6	5
Total Runs	63	63
Cost per result	0.910	0.141
Total Cost	$0.064	$0.011
Input Price	$0.150 / 1M	$0.030 / 1M
Output Price	$0.600 / 1M	$0.150 / 1M
Total Input Tokens	41,748	39,084
Output Tokens	3,894	20,013
Reasoning Tokens	91,773	50,233
Response Time (avg)	11.02s	22.28s
Response Time (max)	104.98s	68.16s
Response Time (total)	231.37s	311.96s

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

#96 gpt-oss-120b

medium

Cost: $0.001
Time: 26.7s
Tokens: 555 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-oss-120b	6.7	9.9	50.0%	0		10.21s	1,314	3,518	2,177

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-oss-120b	5.9	7.0	55.6%	1		38.37s	7,782	3,365	11,973

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-oss-120b	10.0	10.0	100.0%	0		31.18s	11,535	694	5,072

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-oss-120b	6.4	5.9	66.7%	1		1.98s	7,476	241	1,114

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-oss-120b	2.9	4.4	22.2%	2		50.92s	1,266	6,784	20,606

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-oss-120b	4.3	10.0	0.0%	0		7.90s	659	107	387

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-oss-120b	9.9	10.0	100.0%	0		7.63s	1,036	126	1,799

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-oss-120b	5.3	7.2	44.4%	1		21.71s	1,190	1,790	2,264

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-oss-120b	9.8	10.0	100.0%	0		6.91s	6,514	287	1,083

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-oss-120b	3.0	10.0	0.0%	0		26.51s	312	3,101	3,758

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