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gpt-6.1-sol

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

Overall score86.60

gpt-6.1-sol · max

Backend engineering
95
Frontend interaction
96
Knowledge & Reasoning
90
Visual aesthetics
66
Maintainability
70
Evaluation time
62m 9s
Reference cost
$1.69

Complete evaluation · API reference cost

Overall rank 4 / 44 models · Best tested effortBackend 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
86.60
Evaluation time
62m 9s
Reference cost
$1.69

Service logic, error handling, and test verification.

Contracts and boundaries19 / 20

API contracts, input validation, and boundary behavior.

Retries and failures20 / 20

Error recovery, retry conditions, and failure handling.

CI and adversarial review17 / 20

Verification plans, risk detection, and audit evidence.

Transactions and consistency19 / 20

State transitions, concurrency control, and data consistency.

Caching and regression20 / 20

Cache invalidation, data updates, and regression coverage.

What changes with higher reasoning effort

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

xhigh max
Overall
+3.1 pts
83.45 86.60
Reference cost
+$0.071
$1.62 $1.69
Evaluation time
−16.8%
74m 41s 62m 9s
View full comparison

Model and effort comparisons

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