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gpt-6-luna

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

Frontend interaction50

gpt-6-luna · high

Backend engineering
44
Frontend interaction
50
Knowledge & Reasoning
50
Visual aesthetics
68
Maintainability
47
Evaluation time
3m 51s
Reference cost
$0.007

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
51.20
Evaluation time
48m 0s
Reference cost
$0.042

Interface behavior, user interactions, and state feedback.

Layout and adaptation12 / 20

Content organization, layout constraints, and responsive adaptation.

Interaction behavior9 / 20

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

State continuity7 / 20

State propagation, recovery, and continuity across actions.

Accessibility and feedback9 / 15

Control semantics, accessibility support, and clear feedback.

State validation and regression13 / 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.

medium high
Frontend interaction
−6.0 pts
56.00 50.00
Reference cost
+$0.001
$0.006 $0.007
Evaluation time
+31.7%
2m 56s 3m 51s
View full comparison
Data snapshot published · 10/27/2026Scoring & cost notes