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-lunaFrontend +12 pts · Backend −7 pts
| Metric | Gemini 3.7 Flash High · default | gpt-5.6-luna · xhigh |
|---|---|---|
| Overall | 51.95 | 52.35+0.4 pts |
| Backend engineering | 63 | 56−7 pts |
| Frontend interaction | 71 | 83+12 pts |
| Knowledge & reasoning | 25 | 25Tied |
| Visual aesthetics | 70 | 66−4 pts |
| Maintainability | 59 | 59Tied |
Cost & time
Complete evaluation| Metric | Gemini 3.7 Flash High · default | gpt-5.6-luna · xhigh |
|---|---|---|
| Reference cost | $0.13 | $0.16+$0.030 |
| Evaluation time | 24m 19s | 75m 23s+210.1% |
Dimension breakdown
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | Gemini 3.7 Flash Highdefault | gpt-5.6-lunaxhigh |
|---|---|---|
| Contracts and boundaries | 12 / 20 | 8 / 20 |
| Retries and failures | 16 / 20 | 15 / 20 |
| CI and adversarial review | 9 / 20 | 13 / 20 |
| Transactions and consistency | 12 / 20 | 12 / 20 |
| Caching and regression | 14 / 20 | 8 / 20 |
Frontend interactionSubscores
| Scoring dimension | Gemini 3.7 Flash Highdefault | gpt-5.6-lunaxhigh |
|---|---|---|
| Layout and adaptation | 13 / 20 | 18 / 20 |
| Interaction behavior | 18 / 20 | 20 / 20 |
| State continuity | 15 / 20 | 15 / 20 |
| Accessibility and feedback | 10 / 15 | 13 / 15 |
| State validation and regression | 15 / 25 | 17 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | Gemini 3.7 Flash Highdefault | gpt-5.6-lunaxhigh |
|---|---|---|
| Mathematical reasoning | 5 / 15 | 5 / 15 |
| Computer science & AI | 0 / 15 | 0 / 15 |
| Science and engineering | 10 / 10 | 0 / 10 |
| Life sciences and medicine | 0 / 20 | 5 / 20 |
| Humanities and general knowledge | 10 / 40 | 15 / 40 |
Visual aestheticsSubscores
| Scoring dimension | Gemini 3.7 Flash Highdefault | gpt-5.6-lunaxhigh |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 17 / 20 | 16 / 20 |
| Typography and expression | 16 / 20 | 17 / 20 |
| Color and surfaces | 20 / 20 | 19 / 20 |
| Control styling | 17 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | Gemini 3.7 Flash Highdefault | gpt-5.6-lunaxhigh |
|---|---|---|
| Semantic clarity | 17 / 20 | 15 / 20 |
| Control-flow organization | 19 / 20 | 20 / 20 |
| Locality of changes | 14 / 20 | 15 / 20 |
| State and lifecycle | 18 / 20 | 18 / 20 |
| Implementation economy | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.