Muse Ember (minimal) vs GLM 5.3 Flash (max)

Compared models

Rank: #67
Total Output Tokens: 40,577
Response Time (avg): 5.30s
Total Cost: $0.047

Rank: #62
Total Output Tokens: 216,119
Response Time (avg): 54.04s
Total Cost: $0.089

Recommended model Muse Ember (minimal)

Its score stays close to the best score here (8.9 vs 9.0), while costing about 1.9x less than GLM 5.3 Flash (max).

Detailed comparison

Metric	Muse Ember Muse Ember minimal Release: 2026-11-09	GLM 5.3 Flash GLM 5.3 Flash max Release: 2026-08-26

Metric	Muse Ember Muse Ember minimal Release: 2026-11-09	GLM 5.3 Flash GLM 5.3 Flash max Release: 2026-08-26
Score	8.9	9.0
Rank	#67	#62
Reliability	9.7	10.0
Consistency	9.6	9.0
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	76.8%	82.6%
Flaky tests	1	3
Total Runs	69	69
Cost per result	0.276	0.519
Total Cost	$0.047	$0.089
Input Price	$0.100 / 1M	$0.150 / 1M
Output Price	$0.500 / 1M	$0.500 / 1M
Cache Read Price	$0.004 / 1M	$0.030 / 1M
Cache Write Price	$0.125 / 1M	N/A
Total Input Tokens	265,844	255,743
Output Tokens	10,584	8,684
Reasoning Tokens	29,993	207,435
Response Time (avg)	5.30s	54.04s
Response Time (max)	48.15s	333.47s
Response Time (total)	121.82s	1242.97s
Parameters	~150B total (~10B active)	320B total (18B active)
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.

#67 Muse Ember

minimal

Cost: $0.002
Time: 4.5s
Tokens: 2,690 tok

#62 GLM 5.3 Flash

max

Cost: $0.005
Time: 296.5s
Tokens: 16,250 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 Ember	10.0	10.0	100.0%	0		48.15s	147,537	2,489	1,109
GLM 5.3 Flash	10.0	10.0	100.0%	0		96.73s	158,870	1,047	10,732

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Ember	10.0	10.0	100.0%	0		2.03s	798	330	1,076
GLM 5.3 Flash	10.0	10.0	100.0%	0		4.15s	639	280	1,909

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Ember	10.0	10.0	100.0%	0		2.66s	7,410	577	6,099
GLM 5.3 Flash	10.0	10.0	100.0%	0		43.37s	7,317	381	23,692

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Ember	7.3	5.8	83.3%	1		9.58s	89,458	5,369	4,624
GLM 5.3 Flash	7.3	5.8	83.3%	1		138.66s	72,093	5,223	43,858

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Ember	10.0	10.0	100.0%	0		1.57s	7,215	234	570
GLM 5.3 Flash	10.0	10.0	100.0%	0		6.10s	7,149	222	2,002

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Ember	5.3	10.0	33.3%	0		3.96s	873	344	7,621
GLM 5.3 Flash	3.6	7.2	22.2%	1		203.29s	759	311	114,989

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Ember	10.0	10.0	100.0%	0		1.65s	522	109	567
GLM 5.3 Flash	10.0	10.0	100.0%	0		10.02s	498	212	1,118

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Ember	9.8	10.0	100.0%	0		2.10s	759	111	824
GLM 5.3 Flash	9.8	10.0	100.0%	0		3.65s	678	72	972

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Ember	5.3	10.0	33.3%	0		3.33s	786	412	5,631
GLM 5.3 Flash	8.7	7.7	88.9%	1		5.61s	672	466	1,677

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Ember	10.0	10.0	100.0%	0		4.67s	10,258	539	175
GLM 5.3 Flash	10.0	10.0	100.0%	0		19.24s	6,861	231	640

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Ember	3.0	10.0	0.0%	0		2.88s	228	70	1,697
GLM 5.3 Flash	3.0	10.0	0.0%	0		46.77s	207	239	5,846

Switch Comparison Pair

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