Model comparison
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Differences vs. Crouton Alpha · default
Score, cost & time differences
Current baseline · Crouton Alpha · default
53Maintainability
Compared with Crouton Alpha · default
- DeepSeek V4 Flash · high
Maintainability: tiedComparable cost unavailableComparable time unavailable
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | Crouton Alpha · default | DeepSeek V4 Flash · high |
|---|---|---|
| Maintainability | Crouton Alphadefault 53 | DeepSeek V4 Flashhigh 53Tied |
| Overall | Crouton Alphadefault 51.95 | DeepSeek V4 Flashhigh 58.00+6.05 pts |
| Backend engineering | Crouton Alphadefault 45 | DeepSeek V4 Flashhigh 53+8 pts |
| Frontend interaction | Crouton Alphadefault 64 | DeepSeek V4 Flashhigh 67+3 pts |
| Knowledge & reasoning | Crouton Alphadefault 45 | DeepSeek V4 Flashhigh 55+10 pts |
| Visual aesthetics | Crouton Alphadefault 59 | DeepSeek V4 Flashhigh 61+2 pts |
Maintainability evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Maintainability evaluation| Metric | Crouton Alpha · default | DeepSeek V4 Flash · high |
|---|---|---|
| Cost | Crouton Alphadefault N/A | DeepSeek V4 Flashhigh N/A |
| Evaluation time | Crouton Alphadefault — | DeepSeek V4 Flashhigh — |
Capability profiles
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Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | Crouton Alphadefault | DeepSeek V4 Flashhigh |
|---|---|---|
| Contracts and boundaries | 0 / 20 | 8 / 20 |
| Retries and failures | 14 / 20 | 16 / 20 |
| CI and adversarial review | 9 / 20 | 11 / 20 |
| Transactions and consistency | 13 / 20 | 10 / 20 |
| Caching and regression | 9 / 20 | 8 / 20 |
Frontend interactionSubscores
| Scoring dimension | Crouton Alphadefault | DeepSeek V4 Flashhigh |
|---|---|---|
| Layout and adaptation | 15 / 20 | 16 / 20 |
| Interaction behavior | 13 / 20 | 16 / 20 |
| State continuity | 13 / 20 | 12 / 20 |
| Accessibility and feedback | 9 / 15 | 8 / 15 |
| State validation and regression | 14 / 25 | 15 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | Crouton Alphadefault | DeepSeek V4 Flashhigh |
|---|---|---|
| Mathematical reasoning | 10 / 15 | 10 / 15 |
| Computer science & AI | 0 / 15 | 10 / 15 |
| Science and engineering | 5 / 10 | 5 / 10 |
| Life sciences and medicine | 20 / 20 | 15 / 20 |
| Humanities and general knowledge | 10 / 40 | 15 / 40 |
Visual aestheticsSubscores
| Scoring dimension | Crouton Alphadefault | DeepSeek V4 Flashhigh |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 14 / 20 | 15 / 20 |
| Typography and expression | 16 / 20 | 16 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 16 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | Crouton Alphadefault | DeepSeek V4 Flashhigh |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 19 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 17 / 20 | 16 / 20 |
| Implementation economy | 15 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.