Model comparison
Compare models or reasoning efforts by score, evaluation time and estimated cost.
Available modelsSelected 2 / 3
Measured results
Differences are relative to the first column
k3Maintainability +12 pts · Aesthetics +9 pts
| Metric | muse-spark-1.3 · default | k3 · high |
|---|---|---|
| Overall | 72.60 | 71.60−1 pts |
| Backend engineering | 73 | 70−3 pts |
| Frontend interaction | 91 | 85−6 pts |
| Knowledge & reasoning | 75 | 70−5 pts |
| Visual aesthetics | 59 | 68+9 pts |
| Maintainability | 47 | 59+12 pts |
Cost & time
Complete evaluation| Metric | muse-spark-1.3 · default | k3 · high |
|---|---|---|
| Reference cost | $0.066 | $3.28+$3.21 |
| Evaluation time | 29m 10s | 158m 17s+442.8% |
Dimension breakdown
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | muse-spark-1.3default | k3high |
|---|---|---|
| Contracts and boundaries | 13 / 20 | 16 / 20 |
| Retries and failures | 17 / 20 | 15 / 20 |
| CI and adversarial review | 12 / 20 | 14 / 20 |
| Transactions and consistency | 17 / 20 | 12 / 20 |
| Caching and regression | 14 / 20 | 13 / 20 |
Frontend interactionSubscores
| Scoring dimension | muse-spark-1.3default | k3high |
|---|---|---|
| Layout and adaptation | 20 / 20 | 18 / 20 |
| Interaction behavior | 20 / 20 | 20 / 20 |
| State continuity | 17 / 20 | 15 / 20 |
| Accessibility and feedback | 15 / 15 | 13 / 15 |
| State validation and regression | 19 / 25 | 19 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | muse-spark-1.3default | k3high |
|---|---|---|
| Mathematical reasoning | 15 / 15 | 10 / 15 |
| Computer science & AI | 10 / 15 | 5 / 15 |
| Science and engineering | 0 / 10 | 0 / 10 |
| Life sciences and medicine | 20 / 20 | 20 / 20 |
| Humanities and general knowledge | 30 / 40 | 35 / 40 |
Visual aestheticsSubscores
| Scoring dimension | muse-spark-1.3default | k3high |
|---|---|---|
| Composition | 17 / 20 | 19 / 20 |
| Spacing and alignment | 16 / 20 | 17 / 20 |
| Typography and expression | 17 / 20 | 17 / 20 |
| Color and surfaces | 19 / 20 | 18 / 20 |
| Control styling | 15 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | muse-spark-1.3default | k3high |
|---|---|---|
| Semantic clarity | 14 / 20 | 15 / 20 |
| Control-flow organization | 19 / 20 | 20 / 20 |
| Locality of changes | 14 / 20 | 15 / 20 |
| State and lifecycle | 16 / 20 | 17 / 20 |
| Implementation economy | 15 / 20 | 17 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.