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MiniMax: MiniMax M2.5 vs OpenAI: GPT-5.4

Last updated at: 2026-06-03

Metric MiniMax M2.5 MiniMax M2.5 medium Release: 2026-02-12 GPT-5.4 GPT-5.4 none Release: 2026-03-05
Score 5.5 5.6
Rank #125 #121
Reliability 10.0 10.0
Consistency 6.4 9.1
Tests Correct
Attempt pass rate 48.3% 38.3%
Flaky tests 9 2
Total Runs 60 60
Cost per result 6.075 1.644
Total Cost $0.294 $0.116
Input Price $0.150 / 1M $2.500 / 1M
Output Price $1.150 / 1M $15.000 / 1M
Total Input Tokens 41,948 31,593
Output Tokens 109,492 2,402
Reasoning Tokens 251,674 0
Response Time (avg) 49.87s 1.45s
Response Time (max) 237.27s 2.95s
Response Time (total) 598.39s 29.00s

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) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 7.9 6.3 83.3% 2 20.82s 612 286 45,344
GPT-5.4 3.2 8.0 8.3% 1 1.21s 606 406 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 3.5 9.8 0.0% 0 125.80s 4,318 354 27,037
GPT-5.4 6.8 10.0 50.0% 0 1.99s 4,686 501 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 4.5 2.1 66.7% 1 60.39s 21,104 740 9,713
GPT-5.4 3.0 10.0 0.0% 0 2.89s 11,019 291 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 4.6 1.7 66.7% 2 7.48s 6,584 266 3,835
GPT-5.4 10.0 10.0 100.0% 0 1.04s 7,140 222 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 2.9 4.4 22.2% 2 237.27s 308 105,047 133,487
GPT-5.4 5.3 7.2 44.4% 1 1.07s 723 50 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 3.8 2.5 33.3% 1 6.63s 492 25 1,686
GPT-5.4 4.4 9.9 0.0% 0 1.78s 477 184 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 7.5 10.0 50.0% 0 621ms 699 156 1,495
GPT-5.4 6.5 10.0 50.0% 0 1.07s 660 81 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 5.3 7.2 44.4% 1 11.21s 495 1,069 9,605
GPT-5.4 5.6 9.8 33.3% 0 1.44s 642 381 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 10.0 10.0 100.0% 0 15.35s 7,123 269 937
GPT-5.4 10.0 10.0 100.0% 0 2.75s 5,445 246 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 3.0 10.0 0.0% 0 80.79s 213 1,280 18,535
GPT-5.4 3.0 10.0 0.0% 0 990ms 195 40 0

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