Model comparison
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Differences vs. MiniMax M3 · high
Score, cost & time differences
Current baseline · MiniMax M3 · high
51.15Overall
Compared with MiniMax M3 · high
- Crouton Alpha · default
Overall: +0.8 ptsComparable cost unavailableEvaluation time 8m 1s (48m 31s less)
Differences reflect these evaluation tasks. Cost and time cover the same dimension, not a typical conversation. Scoring & cost notes
| Metric | MiniMax M3 · high | Crouton Alpha · default |
|---|---|---|
| Overall | MiniMax M3high 51.15 | Crouton Alphadefault 51.95+0.8 pts |
| Backend engineering | MiniMax M3high 43 | Crouton Alphadefault 45+2 pts |
| Frontend interaction | MiniMax M3high 59 | Crouton Alphadefault 64+5 pts |
| Knowledge & reasoning | MiniMax M3high 50 | Crouton Alphadefault 45−5 pts |
| Visual aesthetics | MiniMax M3high 59 | Crouton Alphadefault 59Tied |
| Maintainability | MiniMax M3high 44 | Crouton Alphadefault 53+9 pts |
Complete evaluation · Evaluation consumption, not a monthly subscription fee
Cost & time
Complete evaluation| Metric | MiniMax M3 · high | Crouton Alpha · default |
|---|---|---|
| Cost | MiniMax M3high $0.62 | Crouton Alphadefault N/A |
| Evaluation time | MiniMax M3high 56m 33s | Crouton Alphadefault 8m 1s−85.8% |
Capability profiles
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Behind each score
Expand to inspect each subaxis.
Backend engineeringSubscores
| Scoring dimension | MiniMax M3high | Crouton Alphadefault |
|---|---|---|
| Contracts and boundaries | 7 / 20 | 0 / 20 |
| Retries and failures | 11 / 20 | 14 / 20 |
| CI and adversarial review | 4 / 20 | 9 / 20 |
| Transactions and consistency | 9 / 20 | 13 / 20 |
| Caching and regression | 12 / 20 | 9 / 20 |
Frontend interactionSubscores
| Scoring dimension | MiniMax M3high | Crouton Alphadefault |
|---|---|---|
| Layout and adaptation | 16 / 20 | 15 / 20 |
| Interaction behavior | 15 / 20 | 13 / 20 |
| State continuity | 8 / 20 | 13 / 20 |
| Accessibility and feedback | 5 / 15 | 9 / 15 |
| State validation and regression | 15 / 25 | 14 / 25 |
Knowledge & reasoningSubscores
| Scoring dimension | MiniMax M3high | Crouton Alphadefault |
|---|---|---|
| Mathematical reasoning | 0 / 15 | 10 / 15 |
| Computer science & AI | 0 / 15 | 0 / 15 |
| Science and engineering | 5 / 10 | 5 / 10 |
| Life sciences and medicine | 15 / 20 | 20 / 20 |
| Humanities and general knowledge | 30 / 40 | 10 / 40 |
Visual aestheticsSubscores
| Scoring dimension | MiniMax M3high | Crouton Alphadefault |
|---|---|---|
| Composition | 19 / 20 | 19 / 20 |
| Spacing and alignment | 14 / 20 | 14 / 20 |
| Typography and expression | 16 / 20 | 16 / 20 |
| Color and surfaces | 18 / 20 | 19 / 20 |
| Control styling | 17 / 20 | 16 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.
MaintainabilitySubscores
| Scoring dimension | MiniMax M3high | Crouton Alphadefault |
|---|---|---|
| Semantic clarity | 14 / 20 | 15 / 20 |
| Control-flow organization | 19 / 20 | 19 / 20 |
| Locality of changes | 15 / 20 | 15 / 20 |
| State and lifecycle | 12 / 20 | 17 / 20 |
| Implementation economy | 16 / 20 | 15 / 20 |
Subscores retain their original scale; the axis score uses a consistent conversion.