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
muse-spark-1.3Maintainability −12 pts · Aesthetics −9 pts
| Metric | k3 · high | muse-spark-1.3 · default |
|---|---|---|
| Overall | 71.60 | 72.60+1 pts |
| Backend engineering | 70 | 73+3 pts |
| Frontend interaction | 85 | 91+6 pts |
| Knowledge & reasoning | 70 | 75+5 pts |
| Visual aesthetics | 68 | 59−9 pts |
| Maintainability | 59 | 47−12 pts |
Cost & time
Complete evaluation| Metric | k3 · high | muse-spark-1.3 · default |
|---|---|---|
| Reference cost | $3.28 | $0.066−$3.21 |
| Evaluation time | 158m 17s | 29m 10s−81.6% |
Dimension breakdown
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | k3high | muse-spark-1.3default |
|---|---|---|
| Contracts and boundaries | 16 / 20 | 13 / 20 |
| Retries and failures | 15 / 20 | 17 / 20 |
| CI and adversarial review | 14 / 20 | 12 / 20 |
| Transactions and consistency | 12 / 20 | 17 / 20 |
| Caching and regression | 13 / 20 | 14 / 20 |
Frontend interactionSubscores
| Scoring dimension | k3high | muse-spark-1.3default |
|---|---|---|
| Layout and adaptation | 18 / 20 | 20 / 20 |
| Interaction behavior | 20 / 20 | 20 / 20 |
| State continuity | 15 / 20 | 17 / 20 |
| Accessibility and feedback | 13 / 15 | 15 / 15 |
| State validation and regression | 19 / 25 | 19 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | k3high | muse-spark-1.3default |
|---|---|---|
| Mathematical reasoning | 10 / 15 | 15 / 15 |
| Computer science & AI | 5 / 15 | 10 / 15 |
| Science and engineering | 0 / 10 | 0 / 10 |
| Life sciences and medicine | 20 / 20 | 20 / 20 |
| Humanities and general knowledge | 35 / 40 | 30 / 40 |
Visual aestheticsSubscores
| Scoring dimension | k3high | muse-spark-1.3default |
|---|---|---|
| Composition | 19 / 20 | 17 / 20 |
| Spacing and alignment | 17 / 20 | 16 / 20 |
| Typography and expression | 17 / 20 | 17 / 20 |
| Color and surfaces | 18 / 20 | 19 / 20 |
| Control styling | 17 / 20 | 15 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | k3high | muse-spark-1.3default |
|---|---|---|
| Semantic clarity | 15 / 20 | 14 / 20 |
| Control-flow organization | 20 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 14 / 20 |
| State and lifecycle | 17 / 20 | 16 / 20 |
| Implementation economy | 17 / 20 | 15 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.