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
claude-opus-5Backend −15 pts · Maintainability −12 pts
| Metric | dot · Undisclosed | claude-opus-5 · max |
|---|---|---|
| Overall | 81.95 | 81.70−0.25 pts |
| Backend engineering | 85 | 70−15 pts |
| Frontend interaction | 87 | 87Tied |
| Knowledge & reasoning | 85 | 95+10 pts |
| Visual aesthetics | 70 | 73+3 pts |
| Maintainability | 73 | 61−12 pts |
Cost & time
Complete evaluation| Metric | dot · Undisclosed | claude-opus-5 · max |
|---|---|---|
| Reference cost | N/A | $7.99 |
| Evaluation time | 9m 10s | 92m 12s+906.8% |
Dimension breakdown
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | dotUndisclosed | claude-opus-5max |
|---|---|---|
| Contracts and boundaries | 15 / 20 | 11 / 20 |
| Retries and failures | 19 / 20 | 15 / 20 |
| CI and adversarial review | 15 / 20 | 14 / 20 |
| Transactions and consistency | 16 / 20 | 15 / 20 |
| Caching and regression | 20 / 20 | 15 / 20 |
Frontend interactionSubscores
| Scoring dimension | dotUndisclosed | claude-opus-5max |
|---|---|---|
| Layout and adaptation | 18 / 20 | 20 / 20 |
| Interaction behavior | 20 / 20 | 20 / 20 |
| State continuity | 15 / 20 | 20 / 20 |
| Accessibility and feedback | 13 / 15 | 12 / 15 |
| State validation and regression | 21 / 25 | 15 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | dotUndisclosed | claude-opus-5max |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 15 / 15 |
| Computer science & AI | 15 / 15 | 10 / 15 |
| Science and engineering | 10 / 10 | 10 / 10 |
| Life sciences and medicine | 15 / 20 | 20 / 20 |
| Humanities and general knowledge | 30 / 40 | 40 / 40 |
Visual aestheticsSubscores
| Scoring dimension | dotUndisclosed | claude-opus-5max |
|---|---|---|
| Composition | 18 / 20 | 18 / 20 |
| Spacing and alignment | 18 / 20 | 18 / 20 |
| Typography and expression | 17 / 20 | 18 / 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 | dotUndisclosed | claude-opus-5max |
|---|---|---|
| Semantic clarity | 16 / 20 | 15 / 20 |
| Control-flow organization | 20 / 20 | 20 / 20 |
| Locality of changes | 16 / 20 | 16 / 20 |
| State and lifecycle | 19 / 20 | 18 / 20 |
| Implementation economy | 19 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.