AI BENCHY Compare

Kwaipilot: KAT-Coder-Air V2.5 vs MiniMax: MiniMax M2.5

Summary

KAT-Coder-Air V2.5 leads on average score with 4.9 vs 4.7. KAT-Coder-Air V2.5 has the lower benchmark cost at $0.037 vs $0.303. KAT-Coder-Air V2.5 is faster at 6.99s vs 65.37s, with pass rates of 38.1% vs 46.0%.

Recommended modelKAT-Coder-Air V2.5It has the best score here (4.9), while costing about 8.4x less than MiniMax M2.5 (medium).

Last updated at: 2026-07-14

Metric	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Release: 2026-07-14	MiniMax M2.5 MiniMax M2.5 medium Release: 2026-02-12

Metric	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Release: 2026-07-14	MiniMax M2.5 MiniMax M2.5 medium Release: 2026-02-12
Score	4.9	4.7
Rank	#168	#174
Reliability	10.0	10.0
Consistency	7.1	6.5
Tests Correct
Attempt pass rate	38.1%	46.0%
Flaky tests	7	9
Total Runs	63	63
Cost per result	0.724	7.900
Total Cost	$0.037	$0.303
Input Price	$0.150 / 1M	$0.150 / 1M
Output Price	$0.600 / 1M	$0.900 / 1M
Total Input Tokens	41,328	43,706
Output Tokens	49,933	109,495
Reasoning Tokens	0	330,814
Response Time (avg)	6.99s	65.37s
Response Time (max)	24.94s	251.36s
Response Time (total)	146.78s	849.76s

Generation showcase

Hamster playing table tennis

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

#168 KAT-Coder-Air V2.5

none

Cost: $0.002
Time: 14.5s
Tokens: 2,619 tok

#174 MiniMax M2.5

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-Air V2.5	5.3	5.6	50.0%	2		2.68s	672	3,044	0
MiniMax M2.5	7.9	6.3	83.3%	2		20.82s	612	286	45,344

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	3.3	9.6	0.0%	0		14.31s	6,472	16,918	0
MiniMax M2.5	3.4	9.1	0.0%	0		188.58s	6,076	357	106,177

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Air V2.5	4.7	1.6	66.7%	1		24.94s	15,131	6,788	0
MiniMax M2.5	4.5	2.1	66.7%	1		60.39s	21,104	740	9,713

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	6.3	5.8	66.7%	1		2.66s	7,776	1,268	0
MiniMax M2.5	4.6	1.7	66.7%	2		7.48s	6,584	266	3,835

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		6.24s	771	7,818	0
MiniMax M2.5	2.9	4.4	22.2%	2		237.27s	308	105,047	133,487

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		12.02s	516	656	0
MiniMax M2.5	3.8	2.5	33.3%	1		6.63s	492	25	1,686

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	9.9	10.0	100.0%	0		1.75s	699	858	0
MiniMax M2.5	7.5	10.0	50.0%	0		621ms	699	156	1,495

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	2.9	4.4	22.2%	2		1.84s	696	1,255	0
MiniMax M2.5	5.3	7.2	44.4%	1		11.21s	495	1,069	9,605

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		5.13s	8,391	1,560	0
MiniMax M2.5	10.0	10.0	100.0%	0		15.35s	7,123	269	937

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		17.96s	204	9,768	0
MiniMax M2.5	3.0	10.0	0.0%	0		80.79s	213	1,280	18,535

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