Model comparison
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Differences vs. muse-wonder · high
Score, cost & time differences
Current baseline · muse-wonder · high
74.90Overall
Compared with muse-wonder · high
- deepseek-v4.1-flash-1017 · max
Overall: −0.6 ptsReference cost $0.45 ($2.85 less)Evaluation time 64m 50s (45m 9s more)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | muse-wonder · high | deepseek-v4.1-flash-1017 · max |
|---|---|---|
| Overall | muse-wonderhigh 74.90 | deepseek-v4.1-flash-1017max 74.30−0.6 pts |
| Backend engineering | muse-wonderhigh 76 | deepseek-v4.1-flash-1017max 72−4 pts |
| Frontend interaction | muse-wonderhigh 78 | deepseek-v4.1-flash-1017max 96+18 pts |
| Knowledge & Reasoning | muse-wonderhigh 80 | deepseek-v4.1-flash-1017max 75−5 pts |
| Visual aesthetics | muse-wonderhigh 68 | deepseek-v4.1-flash-1017max 61−7 pts |
| Maintainability | muse-wonderhigh 59 | deepseek-v4.1-flash-1017max 53−6 pts |
Complete evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Complete evaluation| Metric | muse-wonder · high | deepseek-v4.1-flash-1017 · max |
|---|---|---|
| Reference cost | muse-wonderhigh $3.30 | deepseek-v4.1-flash-1017max $0.45−$2.85 |
| Evaluation time | muse-wonderhigh 19m 41s | deepseek-v4.1-flash-1017max 64m 50s+229.5% |
Capability profiles
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Behind each score
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Backend engineeringSubscores
| Scoring dimension | muse-wonderhigh | deepseek-v4.1-flash-1017max |
|---|---|---|
| Contracts and boundaries | 15 / 20 | 17 / 20 |
| Retries and failures | 17 / 20 | 15 / 20 |
| CI and adversarial review | 12 / 20 | 11 / 20 |
| Transactions and consistency | 17 / 20 | 14 / 20 |
| Caching and regression | 15 / 20 | 15 / 20 |
Frontend interactionSubscores
| Scoring dimension | muse-wonderhigh | deepseek-v4.1-flash-1017max |
|---|---|---|
| Layout and adaptation | 18 / 20 | 20 / 20 |
| Interaction behavior | 20 / 20 | 20 / 20 |
| State continuity | 10 / 20 | 20 / 20 |
| Accessibility and feedback | 13 / 15 | 11 / 15 |
| State validation and regression | 17 / 25 | 25 / 25 |
Knowledge & ReasoningSubscores
| Scoring dimension | muse-wonderhigh | deepseek-v4.1-flash-1017max |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 15 / 15 |
| Computer science & AI | 5 / 15 | 15 / 15 |
| Science and engineering | 10 / 10 | 5 / 10 |
| Life sciences and medicine | 15 / 20 | 15 / 20 |
| Humanities and general knowledge | 35 / 40 | 25 / 40 |
Visual aestheticsSubscores
| Scoring dimension | muse-wonderhigh | deepseek-v4.1-flash-1017max |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 17 / 20 | 15 / 20 |
| Typography and expression | 17 / 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 | muse-wonderhigh | deepseek-v4.1-flash-1017max |
|---|---|---|
| Semantic clarity | 15 / 20 | 15 / 20 |
| Control-flow organization | 20 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 14 / 20 |
| State and lifecycle | 17 / 20 | 17 / 20 |
| Implementation economy | 17 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.