Model comparison

Compare models or reasoning efforts by score, evaluation time and estimated cost.

Measured results

Differences are relative to the first column
Tested configuration
Effortdefault
Effort
Quick select

muse-wonderReasoning +15 pts · Aesthetics +14 pts

Metricmuse-spark-1.3 · defaultmuse-wonder · max
Overall
72.60
81.55+8.95 pts
Backend engineering
73
82+9 pts
Frontend interaction
91
84−7 pts
Knowledge & reasoning
75
90+15 pts
Visual aesthetics
59
73+14 pts
Maintainability
47
59+12 pts

Cost & time

Complete evaluation
Metricmuse-spark-1.3 · defaultmuse-wonder · max
Reference cost
$0.066
$6.78+$6.71
Evaluation time
29m 10s
40m 8s+37.6%

Dimension breakdown

Expand to inspect each subaxis.

Backend engineeringSubscores
Scoring dimensionmuse-spark-1.3defaultmuse-wondermax
Contracts and boundaries13 / 2018 / 20
Retries and failures17 / 2019 / 20
CI and adversarial review12 / 2012 / 20
Transactions and consistency17 / 2018 / 20
Caching and regression14 / 2015 / 20
Frontend interactionSubscores
Scoring dimensionmuse-spark-1.3defaultmuse-wondermax
Layout and adaptation20 / 2018 / 20
Interaction behavior20 / 2020 / 20
State continuity17 / 2010 / 20
Accessibility and feedback15 / 1513 / 15
State validation and regression19 / 2523 / 25
Knowledge & reasoningSubscores
Scoring dimensionmuse-spark-1.3defaultmuse-wondermax
Mathematical reasoning15 / 1515 / 15
Computer science & AI10 / 1515 / 15
Science and engineering0 / 1010 / 10
Life sciences and medicine20 / 2015 / 20
Humanities and general knowledge30 / 4035 / 40
Visual aestheticsSubscores
Scoring dimensionmuse-spark-1.3defaultmuse-wondermax
Composition17 / 2019 / 20
Spacing and alignment16 / 2017 / 20
Typography and expression17 / 2018 / 20
Color and surfaces19 / 2019 / 20
Control styling15 / 2017 / 20

Subscores retain their original scale; the axis score uses a consistent conversion.

MaintainabilitySubscores
Scoring dimensionmuse-spark-1.3defaultmuse-wondermax
Semantic clarity14 / 2015 / 20
Control-flow organization19 / 2020 / 20
Locality of changes14 / 2015 / 20
State and lifecycle16 / 2017 / 20
Implementation economy15 / 2017 / 20

Subscores retain their original scale; the axis score uses a consistent conversion.