Muse Glimmer 30B (xhigh) vs GLM 5.2 (high)

Compared models

Rank: #106
Total Output Tokens: 415,435
Response Time (avg): 97.70s
Total Cost: $0.585

Rank: #113
Total Output Tokens: 382,333
Response Time (avg): 69.11s
Total Cost: $4.632

Recommended model Muse Glimmer 30B (xhigh)

It has the best score here (8.4), while costing about 7.9x less than GLM 5.2 (high).

Detailed comparison

Metric	Muse Glimmer 30B Muse Glimmer 30B xhigh Release: 2026-08-11	GLM 5.2 GLM 5.2 high Release: 2026-06-17

Metric	Muse Glimmer 30B Muse Glimmer 30B xhigh Release: 2026-08-11	GLM 5.2 GLM 5.2 high Release: 2026-06-17
Score	8.4	8.4
Rank	#106	#113
Reliability	9.9	10.0
Consistency	8.6	8.6
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	71.0%	71.0%
Flaky tests	4	3
Total Runs	69	69
Cost per result	5.170	7.314
Total Cost	$0.585	$4.632
Input Price	$0.300 / 1M	$0.153 / 1M
Output Price	$1.200 / 1M	$12.000 / 1M
Cache Read Price	$0.040 / 1M	$0.150 / 1M
Cache Write Price	N/A	N/A
Total Input Tokens	287,538	288,913
Output Tokens	118,266	79,462
Reasoning Tokens	346,758	303,120
Response Time (avg)	97.70s	69.11s
Response Time (max)	576.79s	599.43s
Response Time (total)	2247.18s	1589.43s
Parameters	30B	744B total (40B active)
Availability	Open source	Open source

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

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

#106 Muse Glimmer 30B

xhigh

Cost: $0.007
Time: 94.6s
Tokens: 4,318 tok

#113 GLM 5.2

high

Reached the allocated time limit (300 seconds) without receiving showcase output.

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:

Agentic	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Glimmer 30B	10.0	10.0	100.0%	0		145.06s	176,608	1,893	16,287
GLM 5.2	10.0	10.0	100.0%	0		52.45s	205,091	7,422	10,505

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Glimmer 30B	10.0	10.0	100.0%	0		13.01s	822	9,982	12,542
GLM 5.2	10.0	10.0	100.0%	0		5.80s	639	406	2,660

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Glimmer 30B	10.0	10.0	100.0%	0		105.91s	7,428	18,697	63,334
GLM 5.2	6.4	8.6	33.3%	0		73.03s	5,124	2,302	22,546

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Glimmer 30B	6.0	2.7	66.7%	2		272.74s	82,932	21,229	77,043
GLM 5.2	10.0	10.0	100.0%	0		321.47s	61,516	18,824	63,861

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Glimmer 30B	10.0	10.0	100.0%	0		19.84s	7,071	6,535	10,689
GLM 5.2	10.0	10.0	100.0%	0		5.81s	7,143	435	1,414

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Glimmer 30B	2.9	7.2	11.1%	1		142.55s	894	43,561	77,204
GLM 5.2	3.1	6.5	11.1%	1		126.85s	560	49,045	157,522

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Glimmer 30B	5.5	10.0	0.0%	0		7.41s	528	1,928	2,060
GLM 5.2	10.0	10.0	100.0%	0		12.90s	498	63	1,743

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Glimmer 30B	8.4	6.9	83.3%	1		8.90s	771	2,420	4,507
GLM 5.2	10.0	10.0	100.0%	0		4.26s	678	151	1,210

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Glimmer 30B	7.8	9.3	66.7%	0		199.67s	695	10,241	60,935
GLM 5.2	6.0	4.6	66.7%	2		33.71s	665	568	22,392

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Glimmer 30B	10.0	10.0	100.0%	0		8.08s	9,555	383	1,566
GLM 5.2	10.0	10.0	100.0%	0		9.25s	6,861	246	503

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Glimmer 30B	3.0	10.0	0.0%	0		87.23s	234	1,397	20,591
GLM 5.2	3.0	10.0	0.0%	0		127.82s	138	0	18,764

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