MiniMax M3.1 Flash Preview
MiniMax M3.1 Flash Preview · max, showing frontend interaction. Results for all tested efforts are available below.
Frontend interaction53
MiniMax M3.1 Flash Preview · max
- Backend engineering
- 71
- Frontend interaction
- 53
- Knowledge & reasoning
- 75
- Visual aesthetics
- 70
- Maintainability
- 53
- Evaluation time
- 12m 20s
- 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 | — | ||
| — | 63 | — | 75 | — | — | 28m 29s | — | ||
| — | 47 | 15 | — | — | — | 17m 55s | — | ||
| 66.00 | 71 | 53 | 75 | 70 | 53 | 54m 7s | — |
Score breakdown
- Overall score
- 66.00
- Evaluation time
- 54m 7s
- Cost
- N/A
Interface behavior, interactions and state feedback.
Layout and adaptation15 / 20
Content organization, layout constraints and responsive behavior.
Interaction behavior13 / 20
Responses to input, completed flows and edge cases.
State continuity5 / 20
State propagation, recovery and continuity across actions.
Accessibility and feedback7 / 15
Control semantics, accessibility and clear feedback.
State validation and regression13 / 25
Expected-state reasoning 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
- +38.0 pts 15.00 → 53.00
- Cost
- — — → —
- Evaluation time
- +34.1% 9m 12s → 12m 20s
Data snapshot published · 11/13/2026Scoring & cost notes