Muse Spark 1.2 (low) vs Qwen3.8 27B (high)

Compared models

Rank: #87
Total Output Tokens: 132,231
Response Time (avg): 11.81s
Total Cost: $0.881

Rank: #90
Total Output Tokens: 677,080
Response Time (avg): 166.34s
Total Cost: ~$0.298

Recommended model Muse Spark 1.2 (low)

It has the best score here (8.7), while responding about 14.1x faster than Qwen3.8 27B (high).

Detailed comparison

Metric	Muse Spark 1.2 Muse Spark 1.2 low Release: 2026-08-06	Qwen3.8 27B Qwen3.8 27B high Release: 2026-08-14 Free Available

Metric	Muse Spark 1.2 Muse Spark 1.2 low Release: 2026-08-06	Qwen3.8 27B Qwen3.8 27B high Release: 2026-08-14 Free Available
Score	8.7	8.7
Rank	#87	#90
Reliability	10.0	9.7
Consistency	9.1	9.2
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	78.3%	78.3%
Flaky tests	3	2
Total Runs	69	69
Cost per result	5.504	~1.751
Total Cost	$0.881	~$0.298
Input Price	$1.250 / 1M	N/A
Output Price	$4.250 / 1M	N/A
Cache Read Price	$0.150 / 1M	N/A
Cache Write Price	N/A	N/A
Total Input Tokens	254,914	348,967
Output Tokens	10,303	1,005
Reasoning Tokens	121,928	676,075
Response Time (avg)	11.81s	166.34s
Response Time (max)	56.77s	640.85s
Response Time (total)	271.60s	3825.81s
Parameters	~1T total (~50B active)	27.3B
Availability	Closed	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.

#87 Muse Spark 1.2

low

Cost: $0.019
Time: 14.6s
Tokens: 4,384 tok

#90 Qwen3.8 27B

high

Cost: ~$0.008
Time: 270.1s
Tokens: 18,963 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 Spark 1.2	10.0	10.0	100.0%	0		56.77s	153,103	2,278	5,990
Qwen3.8 27B	10.0	10.0	100.0%	0		132.27s	248,788	101	20,344

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Spark 1.2	9.2	8.4	91.7%	1		3.26s	618	382	5,416
Qwen3.8 27B	10.0	10.0	100.0%	0		8.10s	1,128	114	5,319

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Spark 1.2	8.4	7.4	88.9%	1		10.09s	7,275	343	19,717
Qwen3.8 27B	8.1	7.0	88.9%	1		248.62s	8,235	346	143,335

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Spark 1.2	9.8	10.0	100.0%	0		17.03s	74,073	5,751	16,847
Qwen3.8 27B	10.0	10.0	100.0%	0		185.57s	68,997	66	72,556

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Spark 1.2	10.0	10.0	100.0%	0		4.22s	6,969	240	2,972
Qwen3.8 27B	10.0	10.0	100.0%	0		34.85s	9,675	123	10,320

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Spark 1.2	5.3	10.0	33.3%	0		28.53s	738	167	54,780
Qwen3.8 27B	5.3	10.0	33.3%	0		526.74s	975	6	234,555

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Spark 1.2	5.0	10.0	0.0%	0		8.46s	477	132	2,182
Qwen3.8 27B	5.0	10.0	0.0%	0		8.45s	630	63	1,191

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Spark 1.2	9.8	10.0	100.0%	0		2.95s	669	117	3,085
Qwen3.8 27B	9.8	10.0	100.0%	0		8.24s	927	42	2,871

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Spark 1.2	8.7	7.7	88.9%	1		5.17s	651	391	6,460
Qwen3.8 27B	7.6	7.2	77.8%	1		199.90s	1,038	120	138,427

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Spark 1.2	10.0	10.0	100.0%	0		3.58s	10,158	459	833
Qwen3.8 27B	10.0	10.0	100.0%	0		5.62s	8,256	21	912

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Muse Spark 1.2	3.0	10.0	0.0%	0		10.00s	183	43	3,646
Qwen3.8 27B	3.0	10.0	0.0%	0		263.98s	318	3	46,245

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