Model comparison
Compare models or reasoning efforts by score, evaluation time and estimated cost.
Available modelsSelected 2 / 3
Measured results
Differences are relative to the first column
dotMaintainability +7 pts · Aesthetics −3 pts
| Metric | claude-sonnet-5-5 · xhigh | dot · Undisclosed |
|---|---|---|
| Overall | 82.30 | 81.95−0.35 pts |
| Backend engineering | 86 | 85−1 pts |
| Frontend interaction | 89 | 87−2 pts |
| Knowledge & reasoning | 85 | 85Tied |
| Visual aesthetics | 73 | 70−3 pts |
| Maintainability | 66 | 73+7 pts |
Cost & time
Complete evaluation| Metric | claude-sonnet-5-5 · xhigh | dot · Undisclosed |
|---|---|---|
| Reference cost | $2.80 | N/A |
| Evaluation time | 48m 32s | 9m 10s−81.1% |
Dimension breakdown
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | claude-sonnet-5-5xhigh | dotUndisclosed |
|---|---|---|
| Contracts and boundaries | 15 / 20 | 15 / 20 |
| Retries and failures | 18 / 20 | 19 / 20 |
| CI and adversarial review | 16 / 20 | 15 / 20 |
| Transactions and consistency | 18 / 20 | 16 / 20 |
| Caching and regression | 19 / 20 | 20 / 20 |
Frontend interactionSubscores
| Scoring dimension | claude-sonnet-5-5xhigh | dotUndisclosed |
|---|---|---|
| Layout and adaptation | 17 / 20 | 18 / 20 |
| Interaction behavior | 20 / 20 | 20 / 20 |
| State continuity | 20 / 20 | 15 / 20 |
| Accessibility and feedback | 15 / 15 | 13 / 15 |
| State validation and regression | 17 / 25 | 21 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | claude-sonnet-5-5xhigh | dotUndisclosed |
|---|---|---|
| Mathematical reasoning | 10 / 15 | 15 / 15 |
| Computer science & AI | 10 / 15 | 15 / 15 |
| Science and engineering | 10 / 10 | 10 / 10 |
| Life sciences and medicine | 20 / 20 | 15 / 20 |
| Humanities and general knowledge | 35 / 40 | 30 / 40 |
Visual aestheticsSubscores
| Scoring dimension | claude-sonnet-5-5xhigh | dotUndisclosed |
|---|---|---|
| Composition | 20 / 20 | 18 / 20 |
| Spacing and alignment | 16 / 20 | 18 / 20 |
| Typography and expression | 18 / 20 | 17 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | claude-sonnet-5-5xhigh | dotUndisclosed |
|---|---|---|
| Semantic clarity | 15 / 20 | 16 / 20 |
| Control-flow organization | 20 / 20 | 20 / 20 |
| Locality of changes | 16 / 20 | 16 / 20 |
| State and lifecycle | 17 / 20 | 19 / 20 |
| Implementation economy | 19 / 20 | 19 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.