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Muse Wonder

Muse Wonder · default, showing frontend interaction. Results for all tested efforts are available below.

Frontend interaction75

Muse Wonder · default

Backend engineering
67
Frontend interaction
75
Knowledge & reasoning
60
Visual aesthetics
68
Maintainability
59
Evaluation time
1m 47s
Cost
$0.41

Frontend interaction · Evaluation time & API cost

Tasks & methodology

Results by reasoning effort

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Model / effortOverallBackend engineeringFrontend interactionKnowledge & reasoningVisual aestheticsMaintainabilityTotal eval. timeTotal ref. costCompare
65.8567756068599m 50s$2.49
73.60727480685919m 41s$3.30
75.65728180735730m 45s$5.11
80.30788090735940m 8s$6.78

Score breakdown

Overall score
65.85
Evaluation time
9m 50s
Cost
$2.49

Interface behavior, interactions and state feedback.

Layout and adaptation17 / 20

Content organization, layout constraints and responsive behavior.

Interaction behavior16 / 20

Responses to input, completed flows and edge cases.

State continuity13 / 20

State propagation, recovery and continuity across actions.

Accessibility and feedback8 / 15

Control semantics, accessibility and clear feedback.

State validation and regression21 / 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.

default high
Frontend interaction
−1.0 pts
75.00 74.00
Cost
+$0.065
$0.41 $0.48
Evaluation time
+16.6%
1m 47s 2m 5s
View full comparison
Data snapshot published · 11/13/2026Scoring & cost notes