Model comparison
Selected 2 / 5See the differences. Choose what matters to you.
Available modelsSelected 2 / 5
Differences vs. k3 · high
Score, cost & time differences
Current baseline · k3 · high
71.60Overall
Compared with k3 · high
- muse-spark-1.3 · default
Overall: +1 ptsReference cost $0.066 ($3.21 less)Evaluation time 29m 10s (129m 7s less)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | k3 · high | muse-spark-1.3 · default |
|---|---|---|
| Overall | k3high 71.60 | muse-spark-1.3default 72.60+1 pts |
| Backend engineering | k3high 70 | muse-spark-1.3default 73+3 pts |
| Frontend interaction | k3high 85 | muse-spark-1.3default 91+6 pts |
| Knowledge & Reasoning | k3high 70 | muse-spark-1.3default 75+5 pts |
| Visual aesthetics | k3high 68 | muse-spark-1.3default 59−9 pts |
| Maintainability | k3high 59 | muse-spark-1.3default 47−12 pts |
Complete evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Complete evaluation| Metric | k3 · high | muse-spark-1.3 · default |
|---|---|---|
| Reference cost | k3high $3.28 | muse-spark-1.3default $0.066−$3.21 |
| Evaluation time | k3high 158m 17s | muse-spark-1.3default 29m 10s−81.6% |
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 | 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.