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

Last updated at: 2026-06-01

Metric DeepSeek V3.2 DeepSeek V3.2 none Release: 2025-12-01 MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18
Score 5.6 5.4
Rank #120 #129
Reliability 10.0 10.0
Consistency 8.3 6.7
Tests Correct
Attempt pass rate 41.7% 48.3%
Flaky tests 6 8
Total Runs 60 60
Cost per result 0.222 2.076
Total Cost $0.018 $0.103
Input Price $0.252 / 1M $0.260 / 1M
Output Price $0.378 / 1M $1.200 / 1M
Output Tokens 11,159 8,224
Reasoning Tokens 0 73,373
Response Time (avg) 14.43s 29.86s
Response Time (max) 115.89s 117.04s
Response Time (total) 288.55s 567.39s

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

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 3.2 8.2 8.3% 1 9.35s 1,073 0
MiniMax M2.7 7.9 6.3 83.3% 2 40.32s 3,010 17,716
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 3.1 5.4 16.7% 1 20.87s 4,522 0
MiniMax M2.7 6.7 9.6 50.0% 0 54.73s 474 22,402
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 6.5 10.0 0.0% 0 115.89s 2,887 0
MiniMax M2.7 4.7 1.6 66.7% 1 41.03s 369 4,480
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 6.3 5.8 66.7% 1 9.42s 1,710 0
MiniMax M2.7 6.3 5.8 66.7% 1 21.95s 187 5,882
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 2.9 6.9 11.1% 1 4.17s 21 0
MiniMax M2.7 3.0 10.0 0.0% 0 19.00s 8 2,796
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 6.8 10.0 66.7% 1 9.32s 43 0
MiniMax M2.7 3.9 2.5 33.3% 1 38.70s 92 5,204
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 10.0 10.0 100.0% 0 1.52s 66 0
MiniMax M2.7 3.8 5.8 33.3% 1 12.80s 350 2,600
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 8.3 10.0 77.8% 1 6.91s 298 0
MiniMax M2.7 5.9 7.2 55.6% 1 24.87s 362 7,840
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 10.0 10.0 100.0% 0 11.85s 522 0
MiniMax M2.7 4.7 1.6 66.7% 1 12.05s 304 1,001
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 3.0 10.0 0.0% 0 17.23s 17 0
MiniMax M2.7 3.0 10.0 0.0% 0 22.77s 3,068 3,452

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