Model comparison
Selected 2 / 5See the differences. Choose what matters to you.
Available modelsSelected 2 / 5
Differences vs. QoDuck · xhigh
Score, cost & time differences
Current baseline · QoDuck · xhigh
75.65Overall
Compared with QoDuck · xhigh
- hy4 · default
Overall: +0.15 ptsComparable cost unavailableEvaluation time 215m 2s (170m 4s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | QoDuck · xhigh | hy4 · default |
|---|---|---|
| Overall | QoDuckxhigh 75.65 | hy4default 75.80+0.15 pts |
| Backend engineering | QoDuckxhigh 70 | hy4default 90+20 pts |
| Frontend interaction | QoDuckxhigh 80 | hy4default 77−3 pts |
| Knowledge & reasoning | QoDuckxhigh 85 | hy4default 75−10 pts |
| Visual aesthetics | QoDuckxhigh 64 | hy4default 59−5 pts |
| Maintainability | QoDuckxhigh 55 | hy4default 64+9 pts |
Complete evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Complete evaluation| Metric | QoDuck · xhigh | hy4 · default |
|---|---|---|
| Reference cost | QoDuckxhigh N/A | hy4default N/A |
| Evaluation time | QoDuckxhigh 44m 58s | hy4default 215m 2s+378.2% |
Capability profiles
Show up to five models. Select names to focus the chart.
Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | QoDuckxhigh | hy4default |
|---|---|---|
| Contracts and boundaries | 13 / 20 | 18 / 20 |
| Retries and failures | 17 / 20 | 20 / 20 |
| CI and adversarial review | 14 / 20 | 16 / 20 |
| Transactions and consistency | 17 / 20 | 19 / 20 |
| Caching and regression | 9 / 20 | 17 / 20 |
Frontend interactionSubscores
| Scoring dimension | QoDuckxhigh | hy4default |
|---|---|---|
| Layout and adaptation | 18 / 20 | 18 / 20 |
| Interaction behavior | 20 / 20 | 18 / 20 |
| State continuity | 8 / 20 | 13 / 20 |
| Accessibility and feedback | 13 / 15 | 13 / 15 |
| State validation and regression | 21 / 25 | 15 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | QoDuckxhigh | hy4default |
|---|---|---|
| Mathematical reasoning | 10 / 15 | — |
| Computer science & AI | 15 / 15 | — |
| Science and engineering | 5 / 10 | — |
| Life sciences and medicine | 20 / 20 | — |
| Humanities and general knowledge | 35 / 40 | 75 / 100 |
Visual aestheticsSubscores
| Scoring dimension | QoDuckxhigh | hy4default |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 18 / 20 | 15 / 20 |
| Typography and expression | 16 / 20 | 15 / 20 |
| Color and surfaces | 16 / 20 | 20 / 20 |
| Control styling | 17 / 20 | 15 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | QoDuckxhigh | hy4default |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 17 / 20 | 20 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 18 / 20 | 17 / 20 |
| Implementation economy | 17 / 20 | 19 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.