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MiniMax: MiniMax M2.7 vs Z.ai: GLM 4.7 Flash

Last updated at: 2026-05-01

Metric MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18 GLM 4.7 Flash GLM 4.7 Flash none Release: 2026-01-19
Score 5.3 5.6
Rank #110 #101
Reliability N/A N/A
Consistency 5.5 8.6
Tests Correct
Attempt pass rate 51.9% 37.0%
Flaky tests 10 3
Total Runs 54 54
Cost per result 2.273 0.059
Total Cost $0.091 $0.003
Input Price $0.300 / 1M $0.060 / 1M
Output Price $1.200 / 1M $0.400 / 1M
Output Tokens 4,984 2,489
Reasoning Tokens 62,787 0
Response Time (avg) 31.08s 3.35s
Response Time (max) 117.04s 7.05s
Response Time (total) 528.37s 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 M2.7 7.9 6.3 83.3% 2 40.32s 3,010 17,716
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 M2.7 10.0 10.0 100.0% 0 91.27s 467 15,175
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 M2.7 4.7 1.6 66.7% 1 41.03s 369 4,480
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 M2.7 6.3 5.8 66.7% 1 21.95s 187 5,882
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 M2.7 3.0 10.0 0.0% 0 19.00s 8 2,796
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 M2.7 3.9 2.5 33.3% 1 38.70s 92 5,204
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 M2.7 3.8 1.6 50.0% 2 12.64s 213 2,457
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 M2.7 3.8 4.5 33.3% 2 25.62s 334 8,076
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 M2.7 4.7 1.6 66.7% 1 12.05s 304 1,001
GLM 4.7 Flash 2.8 1.6 33.3% 1 7.05s 212 0

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