MiniMax: MiniMax M3 vs Qwen: Qwen3.7 Max

MiniMax M3 (medium) leads on average score with 7.6 vs 7.4. Qwen3.7 Max has the lower benchmark cost at $0.197 vs $0.286. Qwen3.7 Max is faster at 4.52s vs 74.98s, with pass rates of 66.7% vs 68.2%.

Recommended modelQwen3.7 MaxIts score stays close to the best score here (7.4 vs 7.6), while responding about 16.6x faster than MiniMax M3 (medium).

Rank: #54
Attempt pass rate: 66.7%
Total Output Tokens: 251,469
Response Time (avg): 74.98s
Total Cost: $0.286

Rank: #67
Attempt pass rate: 68.2%
Total Output Tokens: 12,446
Response Time (avg): 4.52s
Total Cost: $0.197

Last updated at: 2026-07-25

Metric	MiniMax M3 MiniMax M3 medium Release: 2026-06-01	Qwen3.7 Max Qwen3.7 Max none Release: 2026-05-22

Metric	MiniMax M3 MiniMax M3 medium Release: 2026-06-01	Qwen3.7 Max Qwen3.7 Max none Release: 2026-05-22
Score	7.6	7.4
Rank	#54	#67
Reliability	9.7	9.9
Consistency	8.0	10.0
Tests Correct
Attempt pass rate	66.7%	68.2%
Flaky tests	5	0
Total Runs	66	66
Cost per result	2.376	1.582
Total Cost	$0.286	$0.197
Input Price	$0.300 / 1M	$1.475 / 1M
Output Price	$1.200 / 1M	$4.425 / 1M
Total Input Tokens	121,990	95,983
Output Tokens	77,916	12,446
Reasoning Tokens	173,553	0
Response Time (avg)	74.98s	4.52s
Response Time (max)	431.03s	72.30s
Response Time (total)	1574.56s	99.52s

Hamster playing table tennis

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

#54 MiniMax M3

medium

Cost: $0.012
Time: 154.4s
Tokens: 10,018 tok

#67 Qwen3.7 Max

none

Cost: $0.046
Time: 195.0s
Tokens: 12,171 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
MiniMax M3	5.5	3.7	66.7%	3		14.95s	2,526	874	3,414
Qwen3.7 Max	6.5	10.0	50.0%	0		1.08s	696	242	0

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	6.1	6.5	55.6%	1		144.74s	5,804	6,223	32,667
Qwen3.7 Max	5.5	10.0	33.3%	0		1.35s	7,911	582	0

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	10.0	10.0	100.0%	0		138.24s	90,204	30,186	87,263
Qwen3.7 Max	6.5	10.0	50.0%	0		37.23s	68,425	10,623	0

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	10.0	10.0	100.0%	0		14.92s	8,088	514	3,164
Qwen3.7 Max	10.0	10.0	100.0%	0		1.35s	7,794	243	0

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	5.5	9.3	33.3%	0		233.13s	869	16,254	19,070
Qwen3.7 Max	7.7	10.0	66.7%	0		975ms	789	15	0

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	5.1	3.4	33.3%	1		33.25s	954	2,487	2,523
Qwen3.7 Max	10.0	10.0	100.0%	0		1.04s	522	120	0

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	9.8	10.0	100.0%	0		6.14s	1,623	103	920
Qwen3.7 Max	10.0	10.0	100.0%	0		943ms	711	72	0

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	7.9	9.9	66.7%	0		49.91s	2,079	11,946	13,761
Qwen3.7 Max	10.0	10.0	100.0%	0		1.13s	714	314	0

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	10.0	10.0	100.0%	0		11.91s	9,168	281	555
Qwen3.7 Max	10.0	10.0	100.0%	0		3.92s	8,211	222	0

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	3.0	10.0	0.0%	0		100.80s	675	9,048	10,216
Qwen3.7 Max	3.0	10.0	0.0%	0		856ms	210	13	0

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