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
Effort
Effortdefault
Quick select
These models have no shared effort level

muse-spark-1.3Frontend +18 pts · Maintainability −17 pts

Metricgpt-5.6-sol · maxmuse-spark-1.3 · default
Overall
74.15
72.60−1.55 pts
Backend engineering
85
73−12 pts
Frontend interaction
73
91+18 pts
Knowledge & reasoning
75
75Tied
Visual aesthetics
66
59−7 pts
Maintainability
64
47−17 pts

Cost & time

Complete evaluation
Metricgpt-5.6-sol · maxmuse-spark-1.3 · default
Reference cost
$3.25
$0.066−$3.19
Evaluation time
87m 21s
29m 10s−66.6%

Dimension breakdown

Expand to inspect each subaxis.

Backend engineeringSubscores
Scoring dimensiongpt-5.6-solmaxmuse-spark-1.3default
Contracts and boundaries17 / 2013 / 20
Retries and failures18 / 2017 / 20
CI and adversarial review13 / 2012 / 20
Transactions and consistency18 / 2017 / 20
Caching and regression19 / 2014 / 20
Frontend interactionSubscores
Scoring dimensiongpt-5.6-solmaxmuse-spark-1.3default
Layout and adaptation18 / 2020 / 20
Interaction behavior20 / 2020 / 20
State continuity10 / 2017 / 20
Accessibility and feedback10 / 1515 / 15
State validation and regression15 / 2519 / 25
Knowledge & reasoningSubscores
Scoring dimensiongpt-5.6-solmaxmuse-spark-1.3default
Mathematical reasoning15 / 1515 / 15
Computer science & AI10 / 1510 / 15
Science and engineering5 / 100 / 10
Life sciences and medicine10 / 2020 / 20
Humanities and general knowledge35 / 4030 / 40
Visual aestheticsSubscores
Scoring dimensiongpt-5.6-solmaxmuse-spark-1.3default
Composition19 / 2017 / 20
Spacing and alignment17 / 2016 / 20
Typography and expression17 / 2017 / 20
Color and surfaces18 / 2019 / 20
Control styling16 / 2015 / 20

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

MaintainabilitySubscores
Scoring dimensiongpt-5.6-solmaxmuse-spark-1.3default
Semantic clarity15 / 2014 / 20
Control-flow organization19 / 2019 / 20
Locality of changes17 / 2014 / 20
State and lifecycle18 / 2016 / 20
Implementation economy17 / 2015 / 20

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