Model comparison
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Differences vs. crouton-alpha · default
Score, cost & time differences
Current baseline · crouton-alpha · default
51.95Overall
Compared with crouton-alpha · default
- gpt-5.6-luna · xhigh
Overall: −0.4 ptsComparable cost unavailableEvaluation time 75m 23s (67m 22s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | crouton-alpha · default | gpt-5.6-luna · xhigh |
|---|---|---|
| Overall | crouton-alphadefault 51.95 | gpt-5.6-lunaxhigh 51.55−0.4 pts |
| Backend engineering | crouton-alphadefault 45 | gpt-5.6-lunaxhigh 54+9 pts |
| Frontend interaction | crouton-alphadefault 64 | gpt-5.6-lunaxhigh 78+14 pts |
| Knowledge & reasoning | crouton-alphadefault 45 | gpt-5.6-lunaxhigh 25−20 pts |
| Visual aesthetics | crouton-alphadefault 59 | gpt-5.6-lunaxhigh 66+7 pts |
| Maintainability | crouton-alphadefault 53 | gpt-5.6-lunaxhigh 59+6 pts |
Complete evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Complete evaluation| Metric | crouton-alpha · default | gpt-5.6-luna · xhigh |
|---|---|---|
| Reference cost | crouton-alphadefault N/A | gpt-5.6-lunaxhigh $0.16 |
| Evaluation time | crouton-alphadefault 8m 1s | gpt-5.6-lunaxhigh 75m 23s+839.5% |
Capability profiles
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Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | crouton-alphadefault | gpt-5.6-lunaxhigh |
|---|---|---|
| Contracts and boundaries | 0 / 20 | 8 / 20 |
| Retries and failures | 14 / 20 | 15 / 20 |
| CI and adversarial review | 9 / 20 | 13 / 20 |
| Transactions and consistency | 13 / 20 | 12 / 20 |
| Caching and regression | 9 / 20 | 6 / 20 |
Frontend interactionSubscores
| Scoring dimension | crouton-alphadefault | gpt-5.6-lunaxhigh |
|---|---|---|
| Layout and adaptation | 15 / 20 | 18 / 20 |
| Interaction behavior | 13 / 20 | 16 / 20 |
| State continuity | 13 / 20 | 14 / 20 |
| Accessibility and feedback | 9 / 15 | 13 / 15 |
| State validation and regression | 14 / 25 | 17 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | crouton-alphadefault | gpt-5.6-lunaxhigh |
|---|---|---|
| Mathematical reasoning | 10 / 15 | 5 / 15 |
| Computer science & AI | 0 / 15 | 0 / 15 |
| Science and engineering | 5 / 10 | 0 / 10 |
| Life sciences and medicine | 20 / 20 | 5 / 20 |
| Humanities and general knowledge | 10 / 40 | 15 / 40 |
Visual aestheticsSubscores
| Scoring dimension | crouton-alphadefault | gpt-5.6-lunaxhigh |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 14 / 20 | 16 / 20 |
| Typography and expression | 16 / 20 | 17 / 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 | gpt-5.6-lunaxhigh |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 19 / 20 | 20 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 17 / 20 | 18 / 20 |
| Implementation economy | 15 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.