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MiniMax: MiniMax M2.7 vs OpenAI: GPT-4o-mini

Last updated at: 2026-03-18

Metric MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18 GPT-4o-mini GPT-4o-mini none Release: 2024-07-18
Score 5.0 5.0
Rank #64 #63
Consistency 5.3 10.0
Tests Correct
Attempt pass rate 49.0% 23.5%
Flaky tests 10 0
Total Runs 51 51
Cost per result 2.398 0.115
Total Cost $0.072 $0.005
Input Price $0.300 / 1M $0.150 / 1M
Output Price $1.200 / 1M $0.600 / 1M
Output Tokens 4,517 1,600
Reasoning Tokens 47,612 0
Response Time (avg) 27.32s 1.94s
Response Time (max) 117.04s 7.58s
Response Time (total) 437.10s 19.44s

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
MiniMax M2.7 7.9 6.3 83.3% 2 40.32s 3,010 17,716
GPT-4o-mini 4.8 10.0 25.0% 0 1.34s 186 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 4.7 1.6 66.7% 1 41.03s 369 4,480
GPT-4o-mini 3.0 10.0 0.0% 0 7.58s 568 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 6.3 5.8 66.7% 1 21.95s 187 5,882
GPT-4o-mini 10.0 10.0 100.0% 0 1.27s 183 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 3.0 10.0 0.0% 0 19.00s 8 2,796
GPT-4o-mini 3.0 10.0 0.0% 0 637ms 15 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 3.9 2.5 33.3% 1 38.70s 92 5,204
GPT-4o-mini 4.0 10.0 0.0% 0 909ms 66 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 3.7 1.8 50.0% 2 12.64s 213 2,457
GPT-4o-mini 4.8 10.0 0.0% 0 1.27s 69 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 3.8 4.5 33.3% 2 25.62s 334 8,076
GPT-4o-mini 3.7 10.0 0.0% 0 1.30s 308 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 4.7 1.6 66.7% 1 12.05s 304 1,001
GPT-4o-mini 10.0 10.0 100.0% 0 2.51s 205 0

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