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gpt-6-astra

gpt-6-astra · low, showing overall score. Results for all tested efforts are available below.

Overall score85.25

gpt-6-astra · low

Backend engineering
90
Frontend interaction
94
Knowledge & Reasoning
85
Visual aesthetics
78
Maintainability
70
Evaluation time
61m 27s
Reference cost
$3.70

Complete evaluation · API reference cost

Backend tested · 9/21/2026Tasks & methodology

Results by reasoning effort

Swipe to see all results →

Model / effortOverallBackend engineeringFrontend interactionKnowledge & ReasoningVisual aestheticsMaintainabilityTotal eval. timeTotal ref. costCompare
85.25909485787061m 27s$3.70
84.00918985757072m 41s$3.76
84.85929685707079m 52s$4.40
88.80959695756183m 56s$7.01
88.50979495736193m 26s$8.35

Score breakdown

Overall score
85.25
Evaluation time
61m 27s
Reference cost
$3.70

Service logic, error handling, and test verification.

Contracts and boundaries19 / 20

API contracts, input validation, and boundary behavior.

Retries and failures19 / 20

Error recovery, retry conditions, and failure handling.

CI and adversarial review15 / 20

Verification plans, risk detection, and audit evidence.

Transactions and consistency18 / 20

State transitions, concurrency control, and data consistency.

Caching and regression19 / 20

Cache invalidation, data updates, and regression coverage.

What changes with higher reasoning effort

Compare overall scores, cost, and time across neighboring tested efforts.

low medium
Overall
−1.3 pts
85.25 84.00
Reference cost
+$0.062
$3.70 $3.76
Evaluation time
+18.3%
61m 27s 72m 41s
View full comparison
Data snapshot published · 10/27/2026Scoring & cost notes