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ModelDial · Model results

glm-5.3

glm-5.3 · max, showing frontend interaction. Results for all tested efforts are available below.

Frontend interaction78

glm-5.3 · max

Backend engineering
70
Frontend interaction
78
Knowledge & Reasoning
70
Visual aesthetics
66
Maintainability
64
Evaluation time
21m 2s
Reference cost
$0.42

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
64.40698250666865m 34s$2.18
70.407078706664153m 15s$1.83

Score breakdown

Overall score
70.40
Evaluation time
153m 15s
Reference cost
$1.83

Interface behavior, user interactions, and state feedback.

Layout and adaptation18 / 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 feedback10 / 15

Control semantics, accessibility support, and clear feedback.

State validation and regression15 / 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
82.00 78.00
Reference cost
−$0.009
$0.43 $0.42
Evaluation time
−10.0%
23m 23s 21m 2s
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Model and effort comparisons

Data snapshot published · 10/27/2026Scoring & cost notes