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
Gemini 3.7 Flash HighFrontend −12 pts · Backend +7 pts
| Metric | gpt-5.6-luna · xhigh | Gemini 3.7 Flash High · default |
|---|---|---|
| Overall | 52.35 | 51.95−0.4 pts |
| Backend engineering | 56 | 63+7 pts |
| Frontend interaction | 83 | 71−12 pts |
| Knowledge & reasoning | 25 | 25Tied |
| Visual aesthetics | 66 | 70+4 pts |
| Maintainability | 59 | 59Tied |
Cost & time
Complete evaluation| Metric | gpt-5.6-luna · xhigh | Gemini 3.7 Flash High · default |
|---|---|---|
| Reference cost | $0.16 | $0.13−$0.030 |
| Evaluation time | 75m 23s | 24m 19s−67.7% |
Dimension breakdown
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | gpt-5.6-lunaxhigh | Gemini 3.7 Flash Highdefault |
|---|---|---|
| Contracts and boundaries | 8 / 20 | 12 / 20 |
| Retries and failures | 15 / 20 | 16 / 20 |
| CI and adversarial review | 13 / 20 | 9 / 20 |
| Transactions and consistency | 12 / 20 | 12 / 20 |
| Caching and regression | 8 / 20 | 14 / 20 |
Frontend interactionSubscores
| Scoring dimension | gpt-5.6-lunaxhigh | Gemini 3.7 Flash Highdefault |
|---|---|---|
| Layout and adaptation | 18 / 20 | 13 / 20 |
| Interaction behavior | 20 / 20 | 18 / 20 |
| State continuity | 15 / 20 | 15 / 20 |
| Accessibility and feedback | 13 / 15 | 10 / 15 |
| State validation and regression | 17 / 25 | 15 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | gpt-5.6-lunaxhigh | Gemini 3.7 Flash Highdefault |
|---|---|---|
| Mathematical reasoning | 5 / 15 | 5 / 15 |
| Computer science & AI | 0 / 15 | 0 / 15 |
| Science and engineering | 0 / 10 | 10 / 10 |
| Life sciences and medicine | 5 / 20 | 0 / 20 |
| Humanities and general knowledge | 15 / 40 | 10 / 40 |
Visual aestheticsSubscores
| Scoring dimension | gpt-5.6-lunaxhigh | Gemini 3.7 Flash Highdefault |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 16 / 20 | 17 / 20 |
| Typography and expression | 17 / 20 | 16 / 20 |
| Color and surfaces | 19 / 20 | 20 / 20 |
| Control styling | 16 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | gpt-5.6-lunaxhigh | Gemini 3.7 Flash Highdefault |
|---|---|---|
| Semantic clarity | 15 / 20 | 17 / 20 |
| Control-flow organization | 20 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 14 / 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.