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 columndeepseek-v4-flashAesthetics −7 pts · Maintainability −6 pts
| Metric | gpt-6-luna · xhigh | deepseek-v4-flash · high |
|---|---|---|
| Overall | 62.00 | 60.50−1.5 pts |
| Backend engineering | 62 | 58−4 pts |
| Frontend interaction | 80 | 76−4 pts |
| Knowledge & reasoning | 50 | 55+5 pts |
| Visual aesthetics | 68 | 61−7 pts |
| Maintainability | 59 | 53−6 pts |
Cost & time
Complete evaluation| Metric | gpt-6-luna · xhigh | deepseek-v4-flash · high |
|---|---|---|
| Reference cost | $0.061 | $0.42+$0.35 |
| Evaluation time | 63m 52s | 98m 25s+54.1% |
Dimension breakdown
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | gpt-6-lunaxhigh | deepseek-v4-flashhigh |
|---|---|---|
| Contracts and boundaries | 10 / 20 | 8 / 20 |
| Retries and failures | 16 / 20 | 16 / 20 |
| CI and adversarial review | 9 / 20 | 11 / 20 |
| Transactions and consistency | 13 / 20 | 10 / 20 |
| Caching and regression | 14 / 20 | 13 / 20 |
Frontend interactionSubscores
| Scoring dimension | gpt-6-lunaxhigh | deepseek-v4-flashhigh |
|---|---|---|
| Layout and adaptation | 18 / 20 | 16 / 20 |
| Interaction behavior | 20 / 20 | 20 / 20 |
| State continuity | 15 / 20 | 15 / 20 |
| Accessibility and feedback | 10 / 15 | 10 / 15 |
| State validation and regression | 17 / 25 | 15 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | gpt-6-lunaxhigh | deepseek-v4-flashhigh |
|---|---|---|
| Mathematical reasoning | 0 / 15 | 10 / 15 |
| Computer science & AI | 5 / 15 | 10 / 15 |
| Science and engineering | 10 / 10 | 5 / 10 |
| Life sciences and medicine | 15 / 20 | 15 / 20 |
| Humanities and general knowledge | 20 / 40 | 15 / 40 |
Visual aestheticsSubscores
| Scoring dimension | gpt-6-lunaxhigh | deepseek-v4-flashhigh |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 16 / 20 | 15 / 20 |
| Typography and expression | 17 / 20 | 16 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 17 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | gpt-6-lunaxhigh | deepseek-v4-flashhigh |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 20 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 18 / 20 | 16 / 20 |
| Implementation economy | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.