AI BENCHY Compare

Kwaipilot: KAT-Coder-Pro V2.5 vs MiniMax: MiniMax M3

Summary

KAT-Coder-Pro V2.5 (high) leads on average score with 7.7 vs 7.6. MiniMax M3 (medium) has the lower benchmark cost at $0.131 vs $0.246. KAT-Coder-Pro V2.5 (high) is faster at 12.30s vs 68.17s, with pass rates of 63.5% vs 65.1%.

Recommended modelKAT-Coder-Pro V2.5 (high)It has the best score here (7.7), while responding about 5.5x faster than MiniMax M3 (medium).

Last updated at: 2026-07-14

Metric	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high Release: 2026-07-14	MiniMax M3 MiniMax M3 medium Release: 2026-06-01

Metric	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high Release: 2026-07-14	MiniMax M3 MiniMax M3 medium Release: 2026-06-01
Score	7.7	7.6
Rank	#53	#54
Reliability	10.0	9.6
Consistency	8.1	7.9
Tests Correct
Attempt pass rate	63.5%	65.1%
Flaky tests	5	5
Total Runs	63	63
Cost per result	2.228	1.187
Total Cost	$0.246	$0.131
Input Price	$0.740 / 1M	$0.300 / 1M
Output Price	$2.960 / 1M	$1.200 / 1M
Total Input Tokens	42,750	46,546
Output Tokens	2,509	49,036
Reasoning Tokens	69,594	92,543
Response Time (avg)	12.30s	68.17s
Response Time (max)	95.65s	431.03s
Response Time (total)	258.34s	1363.38s

Generation showcase

Hamster playing table tennis

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

#53 KAT-Coder-Pro V2.5

high

Cost: $0.009
Time: 26.4s
Tokens: 3,117 tok

#54 MiniMax M3

medium

Cost: $0.012
Time: 154.4s
Tokens: 10,018 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	7.0	8.0	66.7%	1		3.17s	672	447	2,716
MiniMax M3	5.5	3.7	66.7%	3		14.95s	2,526	874	3,414

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
KAT-Coder-Pro V2.5	6.4	7.9	44.4%	1		22.00s	7,893	422	20,461
MiniMax M3	6.1	6.5	55.6%	1		144.74s	5,804	6,223	32,667

Combined	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		13.44s	15,132	394	2,807
MiniMax M3	10.0	10.0	100.0%	0		65.30s	14,760	1,306	6,253

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		4.13s	7,776	278	1,960
MiniMax M3	10.0	10.0	100.0%	0		14.92s	8,088	514	3,164

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	2.9	4.4	22.2%	2		35.33s	771	33	35,701
MiniMax M3	5.5	9.3	33.3%	0		233.13s	869	16,254	19,070

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	5.1	10.0	0.0%	0		3.27s	516	139	647
MiniMax M3	5.1	3.4	33.3%	1		33.25s	954	2,487	2,523

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	9.9	10.0	100.0%	0		2.67s	699	84	976
MiniMax M3	9.8	10.0	100.0%	0		6.14s	1,623	103	920

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		3.38s	696	428	1,936
MiniMax M3	7.9	9.9	66.7%	0		49.91s	2,079	11,946	13,761

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		28.04s	8,391	268	896
MiniMax M3	10.0	10.0	100.0%	0		11.91s	9,168	281	555

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		5.22s	204	16	1,494
MiniMax M3	3.0	10.0	0.0%	0		100.80s	675	9,048	10,216

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