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

Summary

MiniMax M2.7 vs GLM 4.7 Flash benchmark comparison: MiniMax M2.7 leads on average score with 5.2 vs 4.9. GLM 4.7 Flash has the lower benchmark cost at $0.004 vs $0.075. GLM 4.7 Flash is faster at 2.86s vs 38.18s, with pass rates of 46.0% vs 36.5%.

Recommended model: GLM 4.7 Flash - Its score stays close to the best score here (4.9 vs 5.2), while costing about 22.5x less than MiniMax M2.7.

Last updated at: 2026-07-02

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 5.2 4.9
Rank #132 #146
Reliability 10.0 10.0
Consistency 6.8 8.8
Tests Correct
Attempt pass rate 46.0% 36.5%
Flaky tests 8 3
Total Runs 63 63
Cost per result 2.494 0.056
Total Cost $0.075 $0.004
Input Price $0.180 / 1M $0.060 / 1M
Output Price $0.720 / 1M $0.400 / 1M
Total Input Tokens 34,371 38,745
Output Tokens 8,981 2,521
Reasoning Tokens 89,812 0
Response Time (avg) 38.18s 2.86s
Response Time (max) 196.21s 7.05s
Response Time (total) 763.60s 40.04s

Generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#132 MiniMax M2.7

medium
Cost
$0.022
Time
22.8s
Tokens
9,250 tok

#146 GLM 4.7 Flash

none
Invalid SVG
Cost
$0.000
Time
300.0s
Tokens
0 tok

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 M2.7 7.9 6.3 83.3% 2 40.32s 654 3,010 17,716
GLM 4.7 Flash 5.2 7.9 41.7% 1 5.51s 555 438 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 5.7 9.1 33.3% 0 101.89s 2,961 1,231 38,841
GLM 4.7 Flash 4.3 10.0 0.0% 0 2.54s 7,256 650 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 4.7 1.6 66.7% 1 41.03s 14,233 369 4,480
GLM 4.7 Flash 3.0 10.0 0.0% 0 3.22s 14,325 704 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 6.3 5.8 66.7% 1 21.95s 7,152 187 5,882
GLM 4.7 Flash 7.3 5.8 83.3% 1 4.82s 7,107 196 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 3.0 10.0 0.0% 0 19.00s 245 8 2,796
GLM 4.7 Flash 7.7 10.0 66.7% 0 744ms 687 19 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 3.9 2.5 33.3% 1 38.70s 486 92 5,204
GLM 4.7 Flash 4.0 10.0 0.0% 0 1.59s 477 134 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 3.8 5.8 33.3% 1 12.80s 687 350 2,600
GLM 4.7 Flash 6.5 10.0 50.0% 0 888ms 636 62 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 5.9 7.2 55.6% 1 24.87s 675 362 7,840
GLM 4.7 Flash 6.4 10.0 33.3% 0 1.20s 609 97 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 4.7 1.6 66.7% 1 12.05s 7,067 304 1,001
GLM 4.7 Flash 2.8 1.6 33.3% 1 7.05s 6,907 212 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 3.0 10.0 0.0% 0 22.77s 211 3,068 3,452
GLM 4.7 Flash 3.0 10.0 0.0% 0 692ms 186 9 0

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