MiniMax-M3.1-Flash-Preview
MiniMax-M3.1-Flash-Preview · max, showing frontend interaction. Results for all tested efforts are available below.
Frontend interaction57
MiniMax-M3.1-Flash-Preview · max
- Backend engineering
- 75
- Frontend interaction
- 57
- Knowledge & Reasoning
- 75
- Visual aesthetics
- 70
- Maintainability
- 53
- Evaluation time
- 12m 20s
- Reference cost
- —
Frontend interaction · Evaluation time & API cost
Results by reasoning effort
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| Model / effort | Overall | Backend engineering | Frontend interaction | Knowledge & Reasoning | Visual aesthetics | Maintainability | Total eval. time | Total ref. cost | Compare |
|---|---|---|---|---|---|---|---|---|---|
| — | 30 | — | — | — | — | 3m 21s | — | ||
| — | 34 | — | — | — | — | 4m 28s | — | ||
| — | 65 | — | 75 | — | — | 28m 29s | — | ||
| — | 50 | 15 | — | — | — | 17m 55s | — | ||
| 68.45 | 75 | 57 | 75 | 70 | 53 | 54m 7s | — |
Score breakdown
- Overall score
- 68.45
- Evaluation time
- 54m 7s
- Reference cost
- N/A
Interface behavior, user interactions, and state feedback.
Layout and adaptation15 / 20
Content organization, layout constraints, and responsive adaptation.
Interaction behavior15 / 20
Input response, completed workflows, and edge-case interactions.
State continuity7 / 20
State propagation, recovery, and continuity across actions.
Accessibility and feedback7 / 15
Control semantics, accessibility support, and clear feedback.
State validation and regression13 / 25
Expected-state verification and behavioral regression checks.
What changes with higher reasoning effort
Compare frontend interaction scores, cost, and time across neighboring tested efforts.
xhigh max
- Frontend interaction
- +42.0 pts 15.00 → 57.00
- Reference cost
- — — → —
- Evaluation time
- +34.1% 9m 12s → 12m 20s
Data snapshot published · 10/27/2026Scoring & cost notes