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-6-solFrontend +10 pts · Reasoning −10 pts
| Metric | Gemini 4 Argon · Undisclosed | gpt-6-sol · xhigh |
|---|---|---|
| Overall | 79.35 | 78.90−0.45 pts |
| Backend engineering | 82 | 80−2 pts |
| Frontend interaction | 84 | 94+10 pts |
| Knowledge & reasoning | 85 | 75−10 pts |
| Visual aesthetics | 70 | 75+5 pts |
| Maintainability | 59 | 66+7 pts |
Cost & time
Complete evaluation| Metric | Gemini 4 Argon · Undisclosed | gpt-6-sol · xhigh |
|---|---|---|
| Reference cost | N/A | $1.10 |
| Evaluation time | 46m 48s | 39m 22s−15.9% |
Dimension breakdown
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | Gemini 4 ArgonUndisclosed | gpt-6-solxhigh |
|---|---|---|
| Contracts and boundaries | 17 / 20 | 17 / 20 |
| Retries and failures | 17 / 20 | 17 / 20 |
| CI and adversarial review | 15 / 20 | 13 / 20 |
| Transactions and consistency | 15 / 20 | 15 / 20 |
| Caching and regression | 18 / 20 | 18 / 20 |
Frontend interactionSubscores
| Scoring dimension | Gemini 4 ArgonUndisclosed | gpt-6-solxhigh |
|---|---|---|
| Layout and adaptation | 17 / 20 | 20 / 20 |
| Interaction behavior | 20 / 20 | 20 / 20 |
| State continuity | 20 / 20 | 20 / 20 |
| Accessibility and feedback | 12 / 15 | 15 / 15 |
| State validation and regression | 15 / 25 | 19 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | Gemini 4 ArgonUndisclosed | gpt-6-solxhigh |
|---|---|---|
| Mathematical reasoning | 10 / 15 | 10 / 15 |
| Computer science & AI | 15 / 15 | 5 / 15 |
| Science and engineering | 10 / 10 | 10 / 10 |
| Life sciences and medicine | 15 / 20 | 20 / 20 |
| Humanities and general knowledge | 35 / 40 | 30 / 40 |
Visual aestheticsSubscores
| Scoring dimension | Gemini 4 ArgonUndisclosed | gpt-6-solxhigh |
|---|---|---|
| Composition | 19 / 20 | 20 / 20 |
| Spacing and alignment | 17 / 20 | 17 / 20 |
| Typography and expression | 18 / 20 | 19 / 20 |
| Color and surfaces | 19 / 20 | 18 / 20 |
| Control styling | 16 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | Gemini 4 ArgonUndisclosed | gpt-6-solxhigh |
|---|---|---|
| Semantic clarity | 15 / 20 | 16 / 20 |
| Control-flow organization | 20 / 20 | 20 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 17 / 20 | 18 / 20 |
| Implementation economy | 17 / 20 | 18 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.