Model comparison
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Differences vs. Gemini 3.7 Flash · default
Score, cost & time differences
Current baseline · Gemini 3.7 Flash · default
50.20Overall
Compared with Gemini 3.7 Flash · default
- Crouton Alpha · default
Overall: +1.75 ptsComparable cost unavailableEvaluation time 8m 1s (16m 17s less)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | Gemini 3.7 Flash · default | Crouton Alpha · default |
|---|---|---|
| Overall | Gemini 3.7 Flashdefault 50.20 | Crouton Alphadefault 51.95+1.75 pts |
| Backend engineering | Gemini 3.7 Flashdefault 59 | Crouton Alphadefault 45−14 pts |
| Frontend interaction | Gemini 3.7 Flashdefault 67 | Crouton Alphadefault 64−3 pts |
| Knowledge & reasoning | Gemini 3.7 Flashdefault 25 | Crouton Alphadefault 45+20 pts |
| Visual aesthetics | Gemini 3.7 Flashdefault 70 | Crouton Alphadefault 59−11 pts |
| Maintainability | Gemini 3.7 Flashdefault 59 | Crouton Alphadefault 53−6 pts |
Complete evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Complete evaluation| Metric | Gemini 3.7 Flash · default | Crouton Alpha · default |
|---|---|---|
| Cost | Gemini 3.7 Flashdefault $0.13 | Crouton Alphadefault N/A |
| Evaluation time | Gemini 3.7 Flashdefault 24m 19s | Crouton Alphadefault 8m 1s−67% |
Capability profiles
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Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | Gemini 3.7 Flashdefault | Crouton Alphadefault |
|---|---|---|
| Contracts and boundaries | 12 / 20 | 0 / 20 |
| Retries and failures | 16 / 20 | 14 / 20 |
| CI and adversarial review | 9 / 20 | 9 / 20 |
| Transactions and consistency | 12 / 20 | 13 / 20 |
| Caching and regression | 10 / 20 | 9 / 20 |
Frontend interactionSubscores
| Scoring dimension | Gemini 3.7 Flashdefault | Crouton Alphadefault |
|---|---|---|
| Layout and adaptation | 13 / 20 | 15 / 20 |
| Interaction behavior | 16 / 20 | 13 / 20 |
| State continuity | 13 / 20 | 13 / 20 |
| Accessibility and feedback | 10 / 15 | 9 / 15 |
| State validation and regression | 15 / 25 | 14 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | Gemini 3.7 Flashdefault | Crouton Alphadefault |
|---|---|---|
| Mathematical reasoning | 5 / 15 | 10 / 15 |
| Computer science & AI | 0 / 15 | 0 / 15 |
| Science and engineering | 10 / 10 | 5 / 10 |
| Life sciences and medicine | 0 / 20 | 20 / 20 |
| Humanities and general knowledge | 10 / 40 | 10 / 40 |
Visual aestheticsSubscores
| Scoring dimension | Gemini 3.7 Flashdefault | Crouton Alphadefault |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 17 / 20 | 14 / 20 |
| Typography and expression | 16 / 20 | 16 / 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 Flashdefault | Crouton Alphadefault |
|---|---|---|
| Semantic clarity | 17 / 20 | 15 / 20 |
| Control-flow organization | 19 / 20 | 19 / 20 |
| Locality of changes | 14 / 20 | 15 / 20 |
| State and lifecycle | 18 / 20 | 17 / 20 |
| Implementation economy | 16 / 20 | 15 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.