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
gpt-5.6-luna · xhighFrontend +31 pts · Maintainability +13 pts
| Metric | gpt-5.6-luna · high | gpt-5.6-luna · xhigh |
|---|---|---|
| Overall | 38.30 | 52.35+14.05 pts |
| Backend engineering | 49 | 56+7 pts |
| Frontend interaction | 52 | 83+31 pts |
| Knowledge & reasoning | 15 | 25+10 pts |
| Visual aesthetics | 55 | 66+11 pts |
| Maintainability | 46 | 59+13 pts |
Cost & time
Complete evaluation| Metric | gpt-5.6-luna · high | gpt-5.6-luna · xhigh |
|---|---|---|
| Reference cost | $0.14 | $0.16+$0.027 |
| Evaluation time | 32m 18s | 75m 23s+133.4% |
Dimension breakdown
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | gpt-5.6-lunahigh | gpt-5.6-lunaxhigh |
|---|---|---|
| Contracts and boundaries | 0 / 20 | 8 / 20 |
| Retries and failures | 12 / 20 | 15 / 20 |
| CI and adversarial review | 9 / 20 | 13 / 20 |
| Transactions and consistency | 14 / 20 | 12 / 20 |
| Caching and regression | 14 / 20 | 8 / 20 |
Frontend interactionSubscores
| Scoring dimension | gpt-5.6-lunahigh | gpt-5.6-lunaxhigh |
|---|---|---|
| Layout and adaptation | 13 / 20 | 18 / 20 |
| Interaction behavior | 17 / 20 | 20 / 20 |
| State continuity | 5 / 20 | 15 / 20 |
| Accessibility and feedback | 4 / 15 | 13 / 15 |
| State validation and regression | 13 / 25 | 17 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | gpt-5.6-lunahigh | gpt-5.6-lunaxhigh |
|---|---|---|
| Mathematical reasoning | 0 / 15 | 5 / 15 |
| Computer science & AI | 0 / 15 | 0 / 15 |
| Science and engineering | 0 / 10 | 0 / 10 |
| Life sciences and medicine | 0 / 20 | 5 / 20 |
| Humanities and general knowledge | 15 / 40 | 15 / 40 |
Visual aestheticsSubscores
| Scoring dimension | gpt-5.6-lunahigh | gpt-5.6-lunaxhigh |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 15 / 20 | 16 / 20 |
| Typography and expression | 15 / 20 | 17 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 14 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | gpt-5.6-lunahigh | gpt-5.6-lunaxhigh |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 16 / 20 | 20 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 17 / 20 | 18 / 20 |
| Implementation economy | 14 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.