Generative AI Moderation PM Review of OpenAI Content Policy: Strengths and Weaknesses

FAQ

What concrete metric should I cite to prove I understand OpenAI’s policy enforcement?
The Violation Spike Metric (1.5 % over 7 days) and the Hard‑Stop List false‑positive rate (3 %) are the two numbers hiring committees reference in debriefs.

Why does a hiring manager penalize a candidate who mentions “policy breadth”?
Because the 2023 PM hiring committee vote (5–0) showed that over‑emphasizing breadth signals a lack of risk prioritization, a judgment that outweighs any compliance knowledge.

When is it acceptable to recommend relaxing the exception matrix?
When the Developer Friction Score exceeds 3.5 on the internal 5‑point scale, as documented in the 2 Dec 2024 API debrief where the panel approved a rollback 3–2.

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