Muse Ember (low) vs GPT-5.2 (medium)

Compared models

Rank: #86
Total Output Tokens: 169,226
Response Time (avg): 8.22s
Total Cost: $0.114

Rank: #80
Total Output Tokens: 80,538
Response Time (avg): 31.29s
Total Cost: $1.558

Recommended model Muse Ember (low)

It has the best score here (8.6), while costing about 13.7x less than GPT-5.2 (medium).

Detailed comparison

Metric	Muse Ember Muse Ember low Release: 2026-11-09	GPT-5.2 GPT-5.2 medium Release: 2025-12-11

Metric	Muse Ember Muse Ember low Release: 2026-11-09	GPT-5.2 GPT-5.2 medium Release: 2025-12-11
Score	8.6	8.7
Rank	#86	#80
Reliability	10.0	10.0
Consistency	8.9	8.5
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	72.5%	73.9%
Flaky tests	3	4
Total Runs	69	69
Cost per result	0.757	10.261
Total Cost	$0.114	$1.558
Input Price	$0.100 / 1M	$1.750 / 1M
Output Price	$0.500 / 1M	$14.000 / 1M
Cache Read Price	$0.004 / 1M	$0.175 / 1M
Cache Write Price	$0.125 / 1M	N/A
Total Input Tokens	288,136	235,207
Output Tokens	13,507	11,065
Reasoning Tokens	155,719	69,473
Response Time (avg)	8.22s	31.29s
Response Time (max)	49.79s	116.86s
Response Time (total)	189.12s	531.98s
Parameters	~150B total (~10B active)	~1.2T total (~80B active)
Availability	Closed	Closed

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.

#86 Muse Ember

low

Cost: $0.003
Time: 11.3s
Tokens: 4,679 tok

#80 GPT-5.2

medium

Cost: $0.047
Time: 49.2s
Tokens: 3,396 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		49.79s	149,643	2,638	1,880
GPT-5.2	10.0	10.0	100.0%	0		75.85s	130,194	1,151	8,135

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		2.86s	798	299	3,786
GPT-5.2	6.5	8.0	58.3%	1		7.81s	606	567	2,002

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		5.21s	7,410	765	15,944
GPT-5.2	10.0	10.0	100.0%	0		22.73s	7,302	511	11,912

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		15.23s	108,813	7,610	18,518
GPT-5.2	10.0	10.0	100.0%	0		58.50s	82,056	7,304	14,693

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		2.15s	7,215	279	2,719
GPT-5.2	10.0	10.0	100.0%	0		3.15s	7,140	234	420

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Ember	3.5	4.4	33.3%	2		8.96s	873	599	26,649
GPT-5.2	5.9	7.2	55.6%	1		97.33s	482	42	26,812

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		2.68s	522	147	1,018
GPT-5.2	3.7	9.7	0.0%	0		4.32s	477	162	269

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Ember	6.5	10.0	50.0%	0		2.87s	759	165	2,751
GPT-5.2	9.9	10.0	100.0%	0		3.12s	660	94	614

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		4.80s	786	552	11,600
GPT-5.2	7.5	7.3	77.8%	1		5.80s	642	735	924

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		3.29s	11,089	288	764
GPT-5.2	4.7	1.6	66.7%	1		10.30s	5,453	239	469

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		24.54s	228	165	70,090
GPT-5.2	3.0	10.0	0.0%	0		28.18s	195	26	3,223

Switch Comparison Pair

GPT-5.2mediumvsQwen3.8 27BhighFree Available GPT-5.2mediumvsParticle-1xhigh DeepSeek V4.1 FlashmaxvsMuse Emberlow Claude Fable 5.2highvsMuse Emberlow Claude Fable 5.2highvsGPT-5.2medium Seed 2.1 TurbomediumvsMuse Emberlow Muse EmberlowvsMiMo-V2.6-Promedium Muse EmberlowvsQwen3.8 27BhighFree Available Muse EmbermaxvsGPT-5.2medium Muse EmberlowvsGPT-6.1 Terranone Claude Sonnet 5.5highvsMuse Emberlow Muse EmberlowvsParticle-1xhigh