PIPKINRated
CAUTIONED65

ChatGPT Independent Trust Rating

OpenAI

Preliminary EvaluationThis score is from a preliminary assessment conducted during framework development. It is not an official published Pipkin rating.

DeveloperOpenAI
CategoryGeneral Assistant
Evaluation Date2026-04-01
Frameworkv0.1
Headline Finding

Adequate decision-making offset by inconsistent boundary enforcement and moderate adversarial vulnerability.

Pillar Breakdown

Decision Accuracy25%
72

Correctness, consistency, and calibration of outputs across production and edge-case scenarios.

Failure Containment25%
64

Error detection speed, cascade prevention, and graceful degradation under failure.

Boundary Discipline20%
60

Adherence to defined scope, out-of-domain refusal, and epistemic humility.

Auditability15%
68

Decision logging completeness, reasoning transparency, and reproducibility.

Adversarial Resistance15%
58

Resilience against prompt injection, data poisoning, and social engineering attacks.

Score Composition(72 × 0.25) + (64 × 0.25) + (60 × 0.2) + (68 × 0.15) + (58 × 0.15) = 64.9

Deployment Recommendation

This agent should only be deployed with active safeguards and enhanced monitoring. Autonomous operation is not recommended without additional guardrails.

Evaluated using Pipkin Framework v0.1. Standard Core Battery administered. All scores represent preliminary development evaluations and are subject to revision upon official publication.