Training data presence

Training data presence is the estimated footprint of your brand inside the text corpora models are trained on — documentation, press, forums, review sites, open-source repositories, books, the open web. Strong presence means models recognize you unprompted, describe you accurately and recall you in relevant conversations; weak presence means hallucinated or empty answers.

It accrues slowly and compounds: consistent naming, an accurate Wikipedia/Wikidata entity where warranted, active community threads, published integrations and citable original research all raise the probability that future model snapshots know you well.