Model comparison
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Differences vs. hy4-preview · high
Score, cost & time differences
Current baseline · hy4-preview · high
74Backend engineering
Compared with hy4-preview · high
- claude-opus-5 · xhigh
Backend engineering: tiedReference cost $2.01 ($1.61 more)Evaluation time 18m 42s (48m 57s less)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | hy4-preview · high | claude-opus-5 · xhigh |
|---|---|---|
| Backend engineering | hy4-previewhigh 74 | claude-opus-5xhigh 74Tied |
| Overall | hy4-previewhigh 66.70 | claude-opus-5xhigh 77.75+11.05 pts |
| Frontend interaction | hy4-previewhigh 73 | claude-opus-5xhigh 87+14 pts |
| Knowledge & Reasoning | hy4-previewhigh 65 | claude-opus-5xhigh 85+20 pts |
| Visual aesthetics | hy4-previewhigh 59 | claude-opus-5xhigh 66+7 pts |
| Maintainability | hy4-previewhigh 57 | claude-opus-5xhigh 59+2 pts |
Backend engineering evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Backend engineering evaluation| Metric | hy4-preview · high | claude-opus-5 · xhigh |
|---|---|---|
| Reference cost | hy4-previewhigh $0.40 | claude-opus-5xhigh $2.01+$1.61 |
| Evaluation time | hy4-previewhigh 67m 39s | claude-opus-5xhigh 18m 42s−72.4% |
Capability profiles
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Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | hy4-previewhigh | claude-opus-5xhigh |
|---|---|---|
| Contracts and boundaries | 14 / 20 | 16 / 20 |
| Retries and failures | 17 / 20 | 15 / 20 |
| CI and adversarial review | 12 / 20 | 12 / 20 |
| Transactions and consistency | 16 / 20 | 15 / 20 |
| Caching and regression | 15 / 20 | 16 / 20 |
Frontend interactionSubscores
| Scoring dimension | hy4-previewhigh | claude-opus-5xhigh |
|---|---|---|
| Layout and adaptation | 18 / 20 | 18 / 20 |
| Interaction behavior | 20 / 20 | 20 / 20 |
| State continuity | 10 / 20 | 15 / 20 |
| Accessibility and feedback | 11 / 15 | 13 / 15 |
| State validation and regression | 14 / 25 | 21 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | hy4-previewhigh | claude-opus-5xhigh |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 15 / 15 |
| Computer science & AI | 10 / 15 | 5 / 15 |
| Science and engineering | 0 / 10 | 10 / 10 |
| Life sciences and medicine | 15 / 20 | 20 / 20 |
| Humanities and general knowledge | 25 / 40 | 35 / 40 |
Visual aestheticsSubscores
| Scoring dimension | hy4-previewhigh | claude-opus-5xhigh |
|---|---|---|
| Composition | 18 / 20 | 18 / 20 |
| Spacing and alignment | 16 / 20 | 17 / 20 |
| Typography and expression | 17 / 20 | 16 / 20 |
| Color and surfaces | 19 / 20 | 19 / 20 |
| Control styling | 14 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | hy4-previewhigh | claude-opus-5xhigh |
|---|---|---|
| Semantic clarity | 15 / 20 | 14 / 20 |
| Control-flow organization | 18 / 20 | 20 / 20 |
| Locality of changes | 16 / 20 | 16 / 20 |
| State and lifecycle | 17 / 20 | 17 / 20 |
| Implementation economy | 17 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.