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gpt-5.6-luna

gpt-5.6-luna · xhigh, showing frontend interaction. Results for all tested efforts are available below.

Frontend interaction83

gpt-5.6-luna · xhigh

Backend engineering
56
Frontend interaction
83
Knowledge & Reasoning
25
Visual aesthetics
66
Maintainability
59
Evaluation time
12m 59s
Reference cost
$0.025

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
—32185——52m 31s$0.067
—511325——18m 22s$0.084
38.30495215554632m 18s$0.14
52.35568325665975m 23s$0.16
52.30657825596186m 14s$0.35

Score breakdown

Overall score
52.35
Evaluation time
75m 23s
Reference cost
$0.16

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 feedback13 / 15

Control semantics, accessibility support, and clear feedback.

State validation and regression17 / 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 xhigh
Frontend interaction
+31.0 pts
52.00 83.00
Reference cost
+$0.001
$0.023 $0.025
Evaluation time
+54.9%
8m 23s 12m 59s
View full comparison
Data snapshot published · 10/27/2026Scoring & cost notes