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

Model Name:

Last updated at : 2026-02-27 15:16

Summary

Metric MiniMax: MiniMax M2.5 medium Release: Unknown release date Z.ai: GLM 4.7 Flash medium Release: Unknown release date
Rank #26 #31
Score 5.64 4.14
Consistency 6.12 6.42
Cost per result 4.028 0.227
Total Cost $0.242 $0.012
Tests Correct
Wrong Tests 8 9
Attempt pass rate 64.3% 52.4%
Flaky tests 7 6
Output Tokens 121,297 8,003
Reasoning Tokens 203,513 22,680

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
MiniMax: MiniMax M2.5 9.33 7.89 88.9% 1 286 45,112
Z.ai: GLM 4.7 Flash 4.00 4.48 55.6% 2 1,085 5,597
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
MiniMax: MiniMax M2.5 5.50 5.81 83.3% 1 369 4,952
Z.ai: GLM 4.7 Flash 10.00 10.00 100.0% 0 1,073 4,920
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
MiniMax: MiniMax M2.5 1.00 4.41 22.2% 2 111,023 139,533
Z.ai: GLM 4.7 Flash 1.00 4.41 33.3% 2 4,499 4,743
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
MiniMax: MiniMax M2.5 7.00 6.41 66.7% 1 1,121 2,521
Z.ai: GLM 4.7 Flash 5.00 5.81 66.7% 1 380 2,141
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
MiniMax: MiniMax M2.5 4.33 4.79 55.6% 2 8,229 10,458
Z.ai: GLM 4.7 Flash 1.00 7.20 11.1% 1 742 4,265
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
MiniMax: MiniMax M2.5 10.00 10.00 100.0% 0 269 937
Z.ai: GLM 4.7 Flash 10.00 10.00 100.0% 0 224 1,014

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