Muse Glimmer 30B (xhigh) vs Qwen3.7 Max (medium)

Compared models

Recommended model Muse Glimmer 30B (xhigh)

Its score stays close to the best score here (8.4 vs 8.5), while costing about 2.8x less than Qwen3.7 Max (medium).

Metric	Muse Glimmer 30B Muse Glimmer 30B xhigh Release: 2026-08-11	Qwen3.7 Max Qwen3.7 Max medium Release: 2026-05-22

Metric	Muse Glimmer 30B Muse Glimmer 30B xhigh Release: 2026-08-11	Qwen3.7 Max Qwen3.7 Max medium Release: 2026-05-22
Score	8.4	8.5
Rank	#70	#67
Reliability	9.9	10.0
Consistency	8.6	8.7
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	71.0%	85.5%
Flaky tests	4	4
Total Runs	69	69
Cost per result	5.170	12.033
Total Cost	$0.724	$2.046
Input Price	$0.350 / 1M	$1.475 / 1M
Output Price	$1.500 / 1M	$4.425 / 1M
Total Input Tokens	287,538	367,848
Output Tokens	118,266	8,753
Reasoning Tokens	346,758	250,279
Response Time (avg)	97.70s	48.35s
Response Time (max)	576.79s	556.06s
Response Time (total)	2247.18s	1112.11s
Parameters	30B	~1T total (~40B active)
Availability	Open source	Closed

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

xhigh

medium

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
Qwen3.7 Max	6.1	3.1	66.7%	1		137.00s	261,819	3,005	29,925

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
Qwen3.7 Max	10.0	10.0	100.0%	0		6.36s	672	222	8,742

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
Qwen3.7 Max	10.0	10.0	100.0%	0		35.31s	7,893	423	34,808

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
Qwen3.7 Max	8.7	6.9	83.3%	1		287.83s	78,594	3,985	96,450

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
Qwen3.7 Max	10.0	10.0	100.0%	0		8.80s	7,782	270	6,254

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
Qwen3.7 Max	4.1	4.4	44.5%	2		52.45s	780	61	41,143

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
Qwen3.7 Max	10.0	10.0	100.0%	0		11.70s	516	135	4,457

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
Qwen3.7 Max	10.0	10.0	100.0%	0		7.46s	699	102	5,452

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
Qwen3.7 Max	10.0	10.0	100.0%	0		8.84s	696	259	8,908

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
Qwen3.7 Max	10.0	10.0	100.0%	0		6.63s	8,193	267	1,220

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
Qwen3.7 Max	3.0	10.0	0.0%	0		33.37s	204	24	12,920

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