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MiniMax: MiniMax M2.5 vs Z.ai: GLM 4.7 Flash

Last updated at: 2026-04-14

Metric MiniMax M2.5 MiniMax M2.5 medium Release: 2026-02-12 Free Available GLM 4.7 Flash GLM 4.7 Flash none Release: 2026-01-19
Score 5.7 5.6
Rank #67 #70
Consistency 5.6 8.6
Tests Correct
Attempt pass rate 57.4% 37.0%
Flaky tests 10 3
Total Runs 54 54
Cost per result 4.987 0.059
Total Cost $0.250 $0.003
Input Price $0.118 / 1M $0.060 / 1M
Output Price $0.991 / 1M $0.400 / 1M
Output Tokens 107,044 2,489
Reasoning Tokens 206,422 0
Response Time (avg) 39.65s 3.35s
Response Time (max) 237.27s 7.05s
Response Time (total) 396.47s 36.90s

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 M2.5 7.9 6.3 83.3% 2 20.82s 286 45,344
GLM 4.7 Flash 5.2 7.9 41.7% 1 5.51s 438 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.5 3.0 10.0 0.0% 0 0ms 0 0
GLM 4.7 Flash 6.4 9.9 0.0% 0 5.57s 626 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.5 4.5 2.1 66.7% 1 60.39s 740 9,713
GLM 4.7 Flash 3.0 10.0 0.0% 0 3.22s 704 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.5 4.6 1.7 66.7% 2 7.48s 266 3,835
GLM 4.7 Flash 7.3 5.8 83.3% 1 4.82s 196 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.5 2.9 4.4 22.2% 2 237.27s 105,047 133,487
GLM 4.7 Flash 7.7 10.0 66.7% 0 744ms 19 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.5 3.8 2.5 33.3% 1 6.63s 25 1,686
GLM 4.7 Flash 4.0 10.0 0.0% 0 1.59s 134 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.5 8.1 6.8 83.3% 1 4.64s 252 1,873
GLM 4.7 Flash 6.5 10.0 50.0% 0 888ms 62 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.5 5.3 7.2 44.4% 1 11.54s 159 9,547
GLM 4.7 Flash 4.4 10.0 0.0% 0 1.00s 98 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.5 10.0 10.0 100.0% 0 15.35s 269 937
GLM 4.7 Flash 2.8 1.6 33.3% 1 7.05s 212 0

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