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gpt-6-luna

gpt-6-luna · medium, showing frontend interaction. Results for all tested efforts are available below.

Frontend interaction56

gpt-6-luna · medium

Backend engineering
24
Frontend interaction
56
Knowledge & Reasoning
25
Visual aesthetics
64
Maintainability
55
Evaluation time
2m 56s
Reference cost
$0.006

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
37.85234925645139m 27s—
39.85245625645539m 46s$0.032
34.0029342553476m 28s$0.050
51.20445050684748m 0s$0.042
62.00628050685963m 52s$0.061
53.80617730685572m 51s—

Score breakdown

Overall score
39.85
Evaluation time
39m 46s
Reference cost
$0.032

Interface behavior, user interactions, and state feedback.

Layout and adaptation17 / 20

Content organization, layout constraints, and responsive adaptation.

Interaction behavior10 / 20

Input response, completed workflows, and edge-case interactions.

State continuity12 / 20

State propagation, recovery, and continuity across actions.

Accessibility and feedback10 / 15

Control semantics, accessibility support, and clear feedback.

State validation and regression7 / 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.

low medium
Frontend interaction
+7.0 pts
49.00 56.00
Reference cost
—
— $0.006
Evaluation time
−42.5%
5m 5s 2m 56s
View full comparison
Data snapshot published · 10/27/2026Scoring & cost notes