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MiniMax: MiniMax M2.7 vs Z.ai: GLM 5.1

Last updated at: 2026-04-07

Metric MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18 GLM 5.1 GLM 5.1 none Release: 2026-04-07
Score 5.0 5.6
Rank #80 #67
Consistency 5.3 8.2
Tests Correct
Attempt pass rate 49.0% 39.2%
Flaky tests 10 4
Total Runs 51 51
Cost per result 2.398 1.000
Total Cost $0.072 $0.050
Input Price $0.300 / 1M $1.000 / 1M
Output Price $1.200 / 1M $3.200 / 1M
Output Tokens 4,517 3,219
Reasoning Tokens 47,612 0
Response Time (avg) 27.32s 4.01s
Response Time (max) 117.04s 32.57s
Response Time (total) 437.10s 68.23s

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Score vs Total Cost

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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 5.1 4.0 6.3 25.0% 2 2.11s 305 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 5.1 2.8 2.1 33.3% 1 32.57s 2,129 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 5.1 10.0 10.0 100.0% 0 1.08s 204 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 5.1 2.9 7.2 11.1% 1 1.99s 24 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 5.1 5.0 10.0 0.0% 0 790ms 39 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
GLM 5.1 8.3 10.0 50.0% 0 1.58s 66 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 5.1 5.7 10.0 33.3% 0 1.48s 152 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 5.1 10.0 10.0 100.0% 0 10.68s 300 0

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