k3.1-pro
k3.1-pro · max, showing frontend interaction. Results for all tested efforts are available below.
Frontend interaction91
k3.1-pro · max
- Backend engineering
- 84
- Frontend interaction
- 91
- Knowledge & Reasoning
- 80
- Visual aesthetics
- 68
- Maintainability
- 64
- Evaluation time
- 21m 13s
- Reference cost
- $0.75
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 |
|---|---|---|---|---|---|---|---|---|---|
| 76.10 | 72 | 87 | 80 | 68 | 61 | 31m 48s | $1.39 | ||
| 79.60 | 84 | 91 | 80 | 68 | 64 | 109m 33s | $5.00 |
Score breakdown
- Overall score
- 79.60
- Evaluation time
- 109m 33s
- Reference cost
- $5.00
Interface behavior, user interactions, and state feedback.
Layout and adaptation20 / 20
Content organization, layout constraints, and responsive adaptation.
Interaction behavior20 / 20
Input response, completed workflows, and edge-case interactions.
State continuity15 / 20
State propagation, recovery, and continuity across actions.
Accessibility and feedback15 / 15
Control semantics, accessibility support, and clear feedback.
State validation and regression21 / 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.
high max
- Frontend interaction
- +4.0 pts 87.00 → 91.00
- Reference cost
- +$0.38 $0.37 → $0.75
- Evaluation time
- +141.2% 8m 48s → 21m 13s
Data snapshot published · 10/27/2026Scoring & cost notes