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Muse Glimmer 30B (xhigh) vs Nemotron 3.5 Lightning (high)

Muse Glimmer 30B (xhigh) leads on average score with 8.4 vs 5.2. Nemotron 3.5 Lightning (high) has the lower benchmark cost at $0.168 vs $0.585. Nemotron 3.5 Lightning (high) is faster at 77.08s vs 97.70s, with pass rates of 71.0% vs 47.8%.

Last updated at: 2026-10-07

Compared models

Rank
#73
Total Output Tokens
415,435
Response Time (avg)
97.70s
Total Cost
$0.585
Rank
#305
Total Output Tokens
626,081
Response Time (avg)
77.08s
Total Cost
$0.168
Recommended model Muse Glimmer 30B (xhigh)

It has the strongest score in this comparison (8.4) and the best overall balance of cost and response time across 2 models.

Detailed comparison

Metric Muse Glimmer 30B Muse Glimmer 30B xhigh Release: 2026-08-11 Nemotron 3.5 Lightning Nemotron 3.5 Lightning high Release: 2026-08-11 Free Available
Score 8.4 5.2
Rank #73 #305
Reliability 9.9 9.6
Consistency 8.6 5.7
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 71.0% 47.8%
Flaky tests 4 12
Total Runs 69 69
Cost per result 5.170 0.000
Total Cost $0.585 $0.168
Input Price $0.300 / 1M $0.060 / 1M
Output Price $1.200 / 1M $0.160 / 1M
Cache Read Price $0.040 / 1M $0.030 / 1M
Cache Write Price N/A N/A
Total Input Tokens 287,538 170,517
Output Tokens 118,266 149,968
Reasoning Tokens 346,758 509,725
Response Time (avg) 97.70s 77.08s
Response Time (max) 576.79s 490.99s
Response Time (total) 2247.18s 1772.78s
Parameters 30B 30B total (3B active)
Availability Open source 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.

#73 Muse Glimmer 30B

xhigh
Cost
$0.007
Time
94.6s
Tokens
4,318 tok

#305 Nemotron 3.5 Lightning

high
Cost
$0.000
Time
92.8s
Tokens
11,343 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 Glimmer 30B 10.0 10.0 100.0% 0 105.91s 7,428 18,697 63,334
Nemotron 3.5 Lightning 4.4 5.1 33.3% 2 168.41s 7,623 68,533 242,319

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