Muse Glimmer 30B (medium) vs GLM 5.3 (high)

Compared models

Recommended model Muse Glimmer 30B (medium)

Its score stays close to the best score here (7.7 vs 7.8), while costing about 1.7x less than GLM 5.3 (high).

Metric	Muse Glimmer 30B Muse Glimmer 30B medium Release: 2026-08-11	GLM 5.3 GLM 5.3 high Release: 2026-08-20

Metric	Muse Glimmer 30B Muse Glimmer 30B medium Release: 2026-08-11	GLM 5.3 GLM 5.3 high Release: 2026-08-20
Score	7.7	7.8
Rank	#115	#105
Reliability	10.0	10.0
Consistency	8.0	7.6
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	65.2%	75.4%
Flaky tests	6	7
Total Runs	69	69
Cost per result	2.935	4.351
Total Cost	$0.353	$0.610
Input Price	$0.350 / 1M	$1.400 / 1M
Output Price	$1.500 / 1M	$4.400 / 1M
Total Input Tokens	269,497	219,811
Output Tokens	34,935	8,811
Reasoning Tokens	145,752	59,671
Response Time (avg)	33.97s	28.38s
Response Time (max)	181.08s	159.91s
Response Time (total)	781.36s	652.78s
Parameters	30B	744B total (40B active)
Availability	Open source	Closed

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

medium

high

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		107.36s	152,984	1,870	10,743
GLM 5.3	10.0	10.0	100.0%	0		40.72s	132,210	2,805	2,010

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Glimmer 30B	9.2	8.4	91.7%	1		7.36s	810	1,183	5,164
GLM 5.3	10.0	10.0	100.0%	0		3.72s	639	237	481

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Glimmer 30B	8.4	7.8	77.8%	1		33.67s	7,419	4,662	20,605
GLM 5.3	6.6	5.0	66.7%	2		18.89s	7,317	473	8,190

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Glimmer 30B	6.5	10.0	50.0%	0		76.48s	88,472	4,448	29,477
GLM 5.3	6.4	5.8	66.7%	1		63.96s	62,821	3,936	12,203

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	7.3	5.9	83.3%	1		7.20s	7,065	2,570	3,513
GLM 5.3	10.0	10.0	100.0%	0		3.55s	7,149	210	189

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		44.62s	885	10,588	25,769
GLM 5.3	2.9	4.4	22.2%	2		112.33s	759	238	33,423

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Glimmer 30B	4.7	9.8	0.0%	0		5.16s	525	1,312	1,379
GLM 5.3	6.1	3.1	66.7%	1		8.00s	498	192	407

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Glimmer 30B	9.8	10.0	100.0%	0		5.34s	765	1,206	2,359
GLM 5.3	9.8	10.0	100.0%	0		3.62s	678	72	182

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Glimmer 30B	6.0	4.6	66.7%	2		64.73s	795	6,278	39,397
GLM 5.3	8.2	7.2	88.9%	1		4.74s	672	332	452

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		5.64s	9,546	320	839
GLM 5.3	10.0	10.0	100.0%	0		17.05s	6,861	231	91

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		26.69s	231	498	6,507
GLM 5.3	3.0	10.0	0.0%	0		21.98s	207	85	2,043

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