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gpt-6.1-sol

gpt-6.1-sol · high, showing overall score. Results for all tested efforts are available below.

Overall score84.65

gpt-6.1-sol · high

Backend engineering
91
Frontend interaction
96
Knowledge & Reasoning
85
Visual aesthetics
70
Maintainability
70
Evaluation time
42m 39s
Reference cost
$1.56

Complete evaluation · API reference cost

Backend tested · 9/30/2026Tasks & methodology

Results by reasoning effort

Swipe to see all results →

Model / effortOverallBackend engineeringFrontend interactionKnowledge & ReasoningVisual aestheticsMaintainabilityTotal eval. timeTotal ref. costCompare
83.90849485757324m 22s$1.33
83.85898390737028m 54s$1.41
84.65919685707042m 39s$1.56
83.45909485667074m 41s$1.62
86.60959690667062m 9s$1.69

Score breakdown

Overall score
84.65
Evaluation time
42m 39s
Reference cost
$1.56

Service logic, error handling, and test verification.

Contracts and boundaries19 / 20

API contracts, input validation, and boundary behavior.

Retries and failures18 / 20

Error recovery, retry conditions, and failure handling.

CI and adversarial review17 / 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.

medium high
Overall
+0.8 pts
83.85 84.65
Reference cost
+$0.15
$1.41 $1.56
Evaluation time
+47.6%
28m 54s 42m 39s
View full comparison

Model and effort comparisons

Data snapshot published · 10/27/2026Scoring & cost notes