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GPT-6.1 Sol

GPT-6.1 Sol has 5 tested configurations. Its highest published overall score is 93.8 at max. Inspect dimension scores, evaluation time, and cost below.

Overall score93.8

GPT-6.1 Sol · max

Backend engineering
95
Frontend interaction
96
Knowledge & reasoning
90
Evaluation time
62m 9s
Cost
$1.69

Complete evaluation · API cost

Overall rank 4 / 52 models · Best tested effortBackend tested · 9/30/2026Tasks & methodology

Results by reasoning effort

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Model / effortOverallBackend engineeringFrontend interactionKnowledge & reasoningTotal eval. timeTotal ref. costCompare
86.582948524m 22s$1.33
87.589839028m 54s$1.41
89.989968542m 39s$1.56
89.790948574m 41s$1.62
93.895969062m 9s$1.69

Score breakdown

Overall score
93.8
Evaluation time
62m 9s
Cost
$1.69

Service logic, error handling and verification.

Contracts and boundaries19 / 20

API contracts, input validation and boundary behavior.

Retries and failures20 / 20

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 and consistency.

Caching and regression20 / 20

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
+4.1 pts
89.7 93.8
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 · 11/13/2026Scoring & cost notes