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Muse Spark 1.2 (medium) vs GPT-5.4 (medium)

Muse Spark 1.2 (medium) leads on average score with 8.6 vs 8.5. Muse Spark 1.2 (medium) has the lower benchmark cost at $1.339 vs $1.560. Muse Spark 1.2 (medium) is faster at 19.67s vs 22.85s, with pass rates of 74.2% vs 77.3%.

Last updated at: 2026-09-18

Compared models

Rank
#46
Total Output Tokens
278,664
Response Time (avg)
19.67s
Total Cost
$1.339
Rank
#51
Total Output Tokens
90,466
Response Time (avg)
22.85s
Total Cost
$1.560
Recommended model Muse Spark 1.2 (medium)

It has the strongest score in this comparison (8.6) and the best overall balance of cost and response time across all 2 models.

Detailed comparison

Metric Muse Spark 1.2 Muse Spark 1.2 medium Release: 2026-08-06 GPT-5.4 GPT-5.4 medium Release: 2026-03-05
Score 8.6 8.5
Rank #46 #51
Reliability 10.0 10.0
Consistency 8.7 8.6
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 74.2% 77.3%
Flaky tests 4 4
Total Runs 66 66
Cost per result 9.564 10.399
Total Cost $1.339 $1.560
Input Price $1.250 / 1M $2.500 / 1M
Output Price $4.250 / 1M $15.000 / 1M
Total Input Tokens 123,680 81,136
Output Tokens 7,222 6,155
Reasoning Tokens 271,442 84,311
Response Time (avg) 19.67s 22.85s
Response Time (max) 142.49s 100.41s
Response Time (total) 432.72s 502.78s
Parameters ~1T total (~50B active) ~1.5T total (~100B active)
Availability Closed Closed

Model generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#46 Muse Spark 1.2

medium
Cost
$0.033
Time
21.8s
Tokens
7,846 tok

#51 GPT-5.4

medium
Cost
$0.214
Time
199.6s
Tokens
14,349 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 Spark 1.2 10.0 10.0 100.0% 0 17.49s 7,275 353 33,215
GPT-5.4 8.8 7.8 88.9% 1 44.36s 7,305 433 24,216

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