Trust, Ethics & Data Controls

What PublicFit will — and won't — do

• Public sources only: interviews, public posts, press, past partnerships, and causes. Cited, clickable, inspectable.
• No private accounts, no private data: no scraping private profiles, no DMs, no location or contact data.
• No speculation on private life: relationships, health, and other private matters are out of scope, even if rumored publicly.
• Predictions, not judgments: a Fit Score predicts whether a brand partnership fits on public evidence. It is not a rating of a person's character, and a low track-record score means only “no documented deal found.”
• Human-in-the-loop: no profile or brand-match card publishes without human review (see the toggle on /predict).
• Personalization is opt-in: fan activity is used for ranking only when the fan turns it on (see /feed).