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Muse Ember (max) vs Qwen3.8 27B (high)

The average score is effectively tied at 8.6 vs 8.7. Qwen3.8 27B (high) has the lower benchmark cost at ~$0.298 vs $0.346. Muse Ember (max) is faster at 19.05s vs 166.34s, with pass rates of 72.5% vs 78.3%.

Last updated at: 2026-11-10

Compared models

Rank
#87
Total Output Tokens
637,819
Response Time (avg)
19.05s
Total Cost
$0.346
Rank
#81
Total Output Tokens
677,080
Response Time (avg)
166.34s
Total Cost
~$0.298
Recommended model Muse Ember (max)

It has the best score here (8.6), while responding about 8.7x faster than Qwen3.8 27B (high).

Detailed comparison

Metric Muse Ember Muse Ember max Release: 2026-11-09 Qwen3.8 27B Qwen3.8 27B high Release: 2026-08-14 Free Available
Score 8.6 8.7
Rank #87 #81
Reliability 10.0 9.7
Consistency 8.9 9.2
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 72.5% 78.3%
Flaky tests 3 2
Total Runs 69 69
Cost per result 2.304 ~1.751
Total Cost $0.346 ~$0.298
Input Price $0.100 / 1M N/A
Output Price $0.500 / 1M N/A
Cache Read Price $0.004 / 1M N/A
Cache Write Price $0.125 / 1M N/A
Total Input Tokens 265,489 348,967
Output Tokens 12,179 1,005
Reasoning Tokens 625,640 676,075
Response Time (avg) 19.05s 166.34s
Response Time (max) 79.28s 640.85s
Response Time (total) 438.15s 3825.81s
Parameters ~150B total (~10B 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 Ember

max
Cost
$0.008
Time
23.3s
Tokens
14,138 tok

#81 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

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 12.46s 7,410 1,595 49,511
Qwen3.8 27B 8.1 7.0 88.9% 1 248.62s 8,235 346 143,335

Quick Compare

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