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gpt-6-luna

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

Frontend interaction80

gpt-6-luna · xhigh

Backend engineering
62
Frontend interaction
80
Knowledge & Reasoning
50
Visual aesthetics
68
Maintainability
59
Evaluation time
10m 29s
Reference cost
$0.012

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
62.00
Evaluation time
63m 52s
Reference cost
$0.061

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 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
+30.0 pts
50.00 80.00
Reference cost
+$0.005
$0.007 $0.012
Evaluation time
+171.9%
3m 51s 10m 29s
View full comparison
Data snapshot published · 10/27/2026Scoring & cost notes