AI BENCHY Compare

DeepSeek: DeepSeek V3.2 vs MiniMax: MiniMax M2.7

Summary

The average score is effectively tied at 5.0 vs 5.0. DeepSeek V3.2 has the lower benchmark cost at $0.054 vs $0.196. DeepSeek V3.2 is faster at 18.25s vs 41.28s, with pass rates of 37.9% vs 45.5%.

Recommended modelDeepSeek V3.2It has the best score here (5.0), while costing about 3.7x less than MiniMax M2.7 (medium).

Last updated at: 2026-07-17

Metric	DeepSeek V3.2 DeepSeek V3.2 none Release: 2025-12-01	MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18

Metric	DeepSeek V3.2 DeepSeek V3.2 none Release: 2025-12-01	MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18
Score	5.0	5.0
Rank	#165	#164
Reliability	10.0	10.0
Consistency	7.7	6.6
Tests Correct
Attempt pass rate	37.9%	45.5%
Flaky tests	6	9
Total Runs	66	66
Cost per result	0.870	3.906
Total Cost	$0.054	$0.196
Input Price	$0.269 / 1M	$0.300 / 1M
Output Price	$0.400 / 1M	$1.200 / 1M
Total Input Tokens	135,780	114,518
Output Tokens	42,097	18,558
Reasoning Tokens	0	119,036
Response Time (avg)	18.25s	41.28s
Response Time (max)	115.89s	196.21s
Response Time (total)	401.60s	866.81s

Generation showcase

Hamster playing table tennis

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

#165 DeepSeek V3.2

none

Cost: $0.002
Time: 7.0s
Tokens: 1,046 tok

#164 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
DeepSeek V3.2	3.2	8.0	8.3%	1		9.35s	494	1,073	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
DeepSeek V3.2	3.1	6.9	11.1%	1		14.54s	7,279	4,528	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
DeepSeek V3.2	4.8	10.0	0.0%	0		113.53s	109,626	33,819	0
MiniMax M2.7	3.8	1.6	50.0%	2		72.12s	94,380	9,946	33,704

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
DeepSeek V3.2	6.3	5.8	66.7%	1		9.42s	7,890	1,710	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
DeepSeek V3.2	2.9	7.2	11.1%	1		4.17s	624	21	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
DeepSeek V3.2	4.7	1.6	66.7%	1		9.32s	314	43	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
DeepSeek V3.2	10.0	10.0	100.0%	0		1.52s	627	66	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
DeepSeek V3.2	7.6	7.2	77.8%	1		6.91s	424	298	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
DeepSeek V3.2	10.0	10.0	100.0%	0		11.85s	8,319	522	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
DeepSeek V3.2	3.0	10.0	0.0%	0		17.23s	183	17	0
MiniMax M2.7	3.0	10.0	0.0%	0		22.77s	211	3,068	3,452

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