AI BENCHY Compare

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

Summary

GLM 5.1 leads on average score with 5.6 vs 5.2. GLM 5.1 has the lower benchmark cost at $0.057 vs $0.100. GLM 5.1 is faster at 4.10s vs 38.18s, with pass rates of 46.0% vs 41.3%.

Recommended modelGLM 5.1It has the best score here (5.6), while costing about 1.8x less than MiniMax M2.7 (medium).

Last updated at: 2026-07-14

Metric	MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18	GLM 5.1 GLM 5.1 none Release: 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	5.2	5.6
Rank	#154	#141
Reliability	10.0	10.0
Consistency	6.8	8.5
Tests Correct
Attempt pass rate	46.0%	41.3%
Flaky tests	8	4
Total Runs	63	63
Cost per result	2.494	0.843
Total Cost	$0.100	$0.057
Input Price	$0.240 / 1M	$0.966 / 1M
Output Price	$0.960 / 1M	$3.036 / 1M
Total Input Tokens	34,371	47,133
Output Tokens	8,981	3,754
Reasoning Tokens	89,812	0
Response Time (avg)	38.18s	4.10s
Response Time (max)	196.21s	32.57s
Response Time (total)	763.60s	86.18s

Generation showcase

Hamster playing table tennis

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

#154 MiniMax M2.7

medium

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

#141 GLM 5.1

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

Category:

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 5.1	4.0	6.3	25.0%	2		2.11s	555	305	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 5.1	3.9	9.7	0.0%	0		4.96s	7,256	525	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 5.1	2.8	2.1	33.3%	1		32.57s	22,831	2,129	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 5.1	10.0	10.0	100.0%	0		1.08s	7,107	204	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 5.1	2.9	7.2	11.1%	1		1.99s	687	24	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 5.1	5.0	10.0	0.0%	0		790ms	477	39	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 5.1	9.8	10.0	100.0%	0		1.98s	636	66	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 5.1	7.7	10.0	66.7%	0		1.45s	609	151	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 5.1	10.0	10.0	100.0%	0		10.68s	6,789	300	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 5.1	3.0	10.0	0.0%	0		2.34s	186	11	0

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