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
Effort
Quick select

deepseek-v4-flashAesthetics −7 pts · Maintainability −6 pts

Metricgpt-6-luna · xhighdeepseek-v4-flash · high
Overall
62.00
60.50−1.5 pts
Backend engineering
62
58−4 pts
Frontend interaction
80
76−4 pts
Knowledge & reasoning
50
55+5 pts
Visual aesthetics
68
61−7 pts
Maintainability
59
53−6 pts

Cost & time

Complete evaluation
Metricgpt-6-luna · xhighdeepseek-v4-flash · high
Reference cost
$0.061
$0.42+$0.35
Evaluation time
63m 52s
98m 25s+54.1%

Dimension breakdown

Expand to inspect each subaxis.

Backend engineeringSubscores
Scoring dimensiongpt-6-lunaxhighdeepseek-v4-flashhigh
Contracts and boundaries10 / 208 / 20
Retries and failures16 / 2016 / 20
CI and adversarial review9 / 2011 / 20
Transactions and consistency13 / 2010 / 20
Caching and regression14 / 2013 / 20
Frontend interactionSubscores
Scoring dimensiongpt-6-lunaxhighdeepseek-v4-flashhigh
Layout and adaptation18 / 2016 / 20
Interaction behavior20 / 2020 / 20
State continuity15 / 2015 / 20
Accessibility and feedback10 / 1510 / 15
State validation and regression17 / 2515 / 25
Knowledge & reasoningSubscores
Scoring dimensiongpt-6-lunaxhighdeepseek-v4-flashhigh
Mathematical reasoning0 / 1510 / 15
Computer science & AI5 / 1510 / 15
Science and engineering10 / 105 / 10
Life sciences and medicine15 / 2015 / 20
Humanities and general knowledge20 / 4015 / 40
Visual aestheticsSubscores
Scoring dimensiongpt-6-lunaxhighdeepseek-v4-flashhigh
Composition19 / 2019 / 20
Spacing and alignment16 / 2015 / 20
Typography and expression17 / 2016 / 20
Color and surfaces19 / 2019 / 20
Control styling17 / 2016 / 20

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

MaintainabilitySubscores
Scoring dimensiongpt-6-lunaxhighdeepseek-v4-flashhigh
Semantic clarity15 / 2015 / 20
Control-flow organization20 / 2019 / 20
Locality of changes15 / 2015 / 20
State and lifecycle18 / 2016 / 20
Implementation economy16 / 2016 / 20

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