Ember-1 (low) vs Muse Glimmer 30B (low)

Compared models

Rank: #215
Total Output Tokens: 56,766
Response Time (avg): 34.90s
Total Cost: $1.488

Rank: #220
Total Output Tokens: 105,320
Response Time (avg): 22.40s
Total Cost: $0.219

Recommended model Muse Glimmer 30B (low)

It has the best score here (6.9), while costing about 6.8x less than Ember-1 (low).

Detailed comparison

Metric	Ember-1 Ember-1 low Release: 2026-09-28	Muse Glimmer 30B Muse Glimmer 30B low Release: 2026-08-11

Metric	Ember-1 Ember-1 low Release: 2026-09-28	Muse Glimmer 30B Muse Glimmer 30B low Release: 2026-08-11
Score	7.0	6.9
Rank	#215	#220
Reliability	8.8	10.0
Consistency	8.2	8.0
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	65.2%	63.8%
Flaky tests	5	6
Total Runs	69	69
Cost per result	11.441	2.414
Total Cost	$1.488	$0.219
Input Price	$3.000 / 1M	$0.300 / 1M
Output Price	$15.000 / 1M	$1.200 / 1M
Cache Read Price	$0.300 / 1M	$0.040 / 1M
Cache Write Price	N/A	N/A
Total Input Tokens	211,908	307,228
Output Tokens	14,158	36,044
Reasoning Tokens	42,608	71,621
Response Time (avg)	34.90s	22.40s
Response Time (max)	121.29s	234.92s
Response Time (total)	802.79s	515.14s
Parameters	~2.8T total (~104B active)	30B
Availability	Closed	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.

#215 Ember-1

low

Cost: $0.016
Time: 24.2s
Tokens: 1,165 tok

#220 Muse Glimmer 30B

low

Cost: $0.002
Time: 13.5s
Tokens: 953 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
Ember-1	4.7	3.1	33.3%	1		121.29s	178,897	9,378	9,921
Muse Glimmer 30B	6.1	3.1	66.7%	1		104.96s	176,916	2,177	9,518

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	8.2	7.9	83.3%	1		22.18s	1,402	571	613
Muse Glimmer 30B	8.7	8.0	91.7%	1		3.57s	810	1,054	2,240

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	10.0	10.0	100.0%	0		37.91s	8,097	2,518	13,142
Muse Glimmer 30B	8.1	9.9	66.7%	0		16.52s	7,419	2,759	10,173

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	6.5	10.0	50.0%	0		51.45s	12,828	381	689
Muse Glimmer 30B	3.8	5.8	33.3%	1		131.97s	102,271	24,417	33,400

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	7.3	5.9	83.3%	1		34.82s	6,076	223	778
Muse Glimmer 30B	10.0	10.0	100.0%	0		4.17s	7,065	1,219	1,841

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	2.9	7.2	11.1%	1		56.17s	1,154	234	12,476
Muse Glimmer 30B	3.5	4.4	33.3%	2		11.48s	885	3,067	6,658

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	10.0	10.0	100.0%	0		5.67s	744	139	462
Muse Glimmer 30B	5.0	10.0	0.0%	0		2.50s	525	33	542

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	6.2	5.8	66.7%	1		32.73s	781	121	466
Muse Glimmer 30B	8.4	6.9	83.3%	1		3.60s	765	139	1,467

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	10.0	10.0	100.0%	0		3.27s	1,452	393	595
Muse Glimmer 30B	7.7	10.0	66.7%	0		5.06s	795	545	2,721

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	3.0	10.0	0.0%	0		26.43s	0	0	0
Muse Glimmer 30B	10.0	10.0	100.0%	0		5.04s	9,546	385	803

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	3.0	10.0	0.0%	0		30.60s	477	200	3,466
Muse Glimmer 30B	3.0	10.0	0.0%	0		9.71s	231	249	2,258

Switch Comparison Pair

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