Muse Glimmer 30B (xhigh) vs Qwen3.8 2.4T A95B (low)

Compared models

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

Rank: #104
Total Output Tokens: 424,019
Response Time (avg): 120.40s
Total Cost: $4.016

Recommended model Muse Glimmer 30B (xhigh)

It has the best score here (8.4), while costing about 6.9x less than Qwen3.8 2.4T A95B (low).

Detailed comparison

Metric	Muse Glimmer 30B Muse Glimmer 30B xhigh Release: 2026-08-11	Qwen3.8 2.4T A95B Qwen3.8 2.4T A95B low Release: 2026-08-12

Metric	Muse Glimmer 30B Muse Glimmer 30B xhigh Release: 2026-08-11	Qwen3.8 2.4T A95B Qwen3.8 2.4T A95B low Release: 2026-08-12
Score	8.4	8.4
Rank	#106	#104
Reliability	9.9	9.6
Consistency	8.6	9.2
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	71.0%	73.9%
Flaky tests	4	2
Total Runs	69	69
Cost per result	5.170	19.825
Total Cost	$0.585	$4.016
Input Price	$0.300 / 1M	$2.000 / 1M
Output Price	$1.200 / 1M	$6.000 / 1M
Cache Read Price	$0.040 / 1M	$0.250 / 1M
Cache Write Price	N/A	N/A
Total Input Tokens	287,538	313,881
Output Tokens	118,266	123,706
Reasoning Tokens	346,758	388,328
Response Time (avg)	97.70s	120.40s
Response Time (max)	576.79s	534.21s
Response Time (total)	2247.18s	2769.16s
Parameters	30B	2.4T total (95B active)
Availability	Open source	Weights available

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

#104 Qwen3.8 2.4T A95B

low

Cost: $0.100
Time: 193.2s
Tokens: 16,767 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
Qwen3.8 2.4T A95B	10.0	10.0	100.0%	0		151.76s	200,602	2,661	13,832

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
Qwen3.8 2.4T A95B	10.0	10.0	100.0%	0		22.04s	1,104	397	4,814

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
Qwen3.8 2.4T A95B	7.8	9.3	66.7%	0		172.53s	6,716	21,405	57,399

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
Qwen3.8 2.4T A95B	8.2	6.9	66.7%	1		231.85s	85,267	8,008	50,681

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
Qwen3.8 2.4T A95B	10.0	10.0	100.0%	0		22.27s	7,956	839	2,445

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
Qwen3.8 2.4T A95B	3.2	9.3	0.0%	0		287.65s	1,008	16,133	156,114

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
Qwen3.8 2.4T A95B	6.1	3.1	66.7%	1		22.97s	606	44	1,497

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
Qwen3.8 2.4T A95B	9.8	10.0	100.0%	0		19.54s	903	263	1,480

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
Qwen3.8 2.4T A95B	10.0	10.0	100.0%	0		43.37s	1,026	1,154	25,563

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
Qwen3.8 2.4T A95B	10.0	10.0	100.0%	0		25.88s	8,481	302	975

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
Qwen3.8 2.4T A95B	3.0	10.0	0.0%	0		422.46s	212	72,500	73,528

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