AI BENCHY Compare

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

Summary

KAT-Coder-Pro V2.5 (low) leads on average score with 8.0 vs 7.6. MiniMax M3 (medium) has the lower benchmark cost at $0.131 vs $0.220. KAT-Coder-Pro V2.5 (low) is faster at 10.44s vs 68.17s, with pass rates of 71.4% vs 65.1%.

Recommended modelKAT-Coder-Pro V2.5 (low)It has the best score here (8.0), while responding about 6.5x faster than MiniMax M3 (medium).

Last updated at: 2026-07-14

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

Metric	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low Release: 2026-07-14	MiniMax M3 MiniMax M3 medium Release: 2026-06-01
Score	8.0	7.6
Rank	#35	#54
Reliability	9.9	9.6
Consistency	7.3	7.9
Tests Correct
Attempt pass rate	71.4%	65.1%
Flaky tests	7	5
Total Runs	63	63
Cost per result	1.991	1.187
Total Cost	$0.220	$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	2,167	49,036
Reasoning Tokens	61,133	92,543
Response Time (avg)	10.44s	68.17s
Response Time (max)	51.34s	431.03s
Response Time (total)	219.17s	1363.38s

Generation showcase

Hamster playing table tennis

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

#35 KAT-Coder-Pro V2.5

low

Cost: $0.016
Time: 47.6s
Tokens: 5,182 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	6.9	5.8	75.0%	2		4.20s	672	277	4,228
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	7.8	10.0	66.7%	0		24.87s	7,893	402	24,945
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		14.59s	15,132	394	3,391
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		4.19s	7,776	288	1,917
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	4.1	4.4	44.5%	2		17.52s	771	35	16,877
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	4.1	2.7	33.3%	1		2.32s	516	99	412
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	10.0	10.0	100.0%	0		2.53s	699	83	1,008
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	6.4	4.4	77.8%	2		3.11s	696	289	1,820
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		18.45s	8,391	282	834
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		17.06s	204	18	5,701
MiniMax M3	3.0	10.0	0.0%	0		100.80s	675	9,048	10,216

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