AI BENCHY Compare

Kwaipilot: KAT-Coder-Air V2.5 vs MiniMax: MiniMax M2.7

Summary

MiniMax M2.7 (medium) leads on average score with 5.2 vs 4.9. KAT-Coder-Air V2.5 has the lower benchmark cost at $0.037 vs $0.100. KAT-Coder-Air V2.5 is faster at 6.99s vs 38.18s, with pass rates of 38.1% vs 46.0%.

Recommended modelKAT-Coder-Air V2.5Its score stays close to the best score here (4.9 vs 5.2), while costing about 2.8x less than MiniMax M2.7 (medium).

Last updated at: 2026-07-14

Metric	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Release: 2026-07-14	MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18

Metric	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none Release: 2026-07-14	MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18
Score	4.9	5.2
Rank	#168	#154
Reliability	10.0	10.0
Consistency	7.1	6.8
Tests Correct
Attempt pass rate	38.1%	46.0%
Flaky tests	7	8
Total Runs	63	63
Cost per result	0.724	2.494
Total Cost	$0.037	$0.100
Input Price	$0.150 / 1M	$0.240 / 1M
Output Price	$0.600 / 1M	$0.960 / 1M
Total Input Tokens	41,328	34,371
Output Tokens	49,933	8,981
Reasoning Tokens	0	89,812
Response Time (avg)	6.99s	38.18s
Response Time (max)	24.94s	196.21s
Response Time (total)	146.78s	763.60s

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

#154 MiniMax M2.7

medium

Cost: $0.022
Time: 22.8s
Tokens: 9,250 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 M2.7	7.9	6.3	83.3%	2		40.32s	654	3,010	17,716

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 M2.7	5.7	9.1	33.3%	0		101.89s	2,961	1,231	38,841

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 M2.7	4.7	1.6	66.7%	1		41.03s	14,233	369	4,480

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 M2.7	6.3	5.8	66.7%	1		21.95s	7,152	187	5,882

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 M2.7	3.0	10.0	0.0%	0		19.00s	245	8	2,796

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 M2.7	3.9	2.5	33.3%	1		38.70s	486	92	5,204

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 M2.7	3.8	5.8	33.3%	1		12.80s	687	350	2,600

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 M2.7	5.9	7.2	55.6%	1		24.87s	675	362	7,840

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 M2.7	4.7	1.6	66.7%	1		12.05s	7,067	304	1,001

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 M2.7	3.0	10.0	0.0%	0		22.77s	211	3,068	3,452

Quick Compare

Switch Comparison Pair

MiniMax M2.7mediumvsQwen3.6 35B A3Bnone CobuddymediumvsKAT-Coder-Air V2.5none MiniMax M2.7mediumvsMistral Small 4none MiniMax M2.7mediumvsQwen3 Coder Nextnone North Mini CodenoneFree AvailablevsMiniMax M2.7medium MiniMax M2.7mediumvsMiMo-V2.5none DeepSeek V3.2nonevsMiniMax M2.7medium MiniMax M2.7mediumvsQwen3.5-9Bnone MiniMax M2.7mediumvsQwen3.5-122B-A10Bnone MiniMax M2.7mediumvsGPT-5.4 Mininone MiniMax M2.7mediumvsGPT-5.6 Lunanone MiniMax M2.7mediumvsLaguna XS 2.1noneFree Available