Are you invisible, misclassified, or confused on AI?

When prospects search you on ChatGPT or Perplexity, the answer is often incomplete or wrong. BioFor gives AI systems a canonical profile they can reference instead of guessing.

Private beta. Profiles are onboarded manually.

Private beta · Manual onboarding · No promises. Just a better source.

What goes wrong (for independents)

  • Omitted entirely
  • Mixed with someone with the same name
  • Outdated job title
  • Wrong industry
  • Wrong company association

What you get

  • Canonical profile page (HTML)
  • Machine-readable /llm endpoint
  • Optional profile ownership verification (link proof)

What BioFor does NOT do

  • No retraining
  • No ranking manipulation
  • No universal guarantees

Some systems may use it. Some may not.

How it works

  1. 1
    Request access
  2. 2
    We collect proof links + sources
  3. 3
    We publish your canonical profile + /llm
  4. 4
    You place a reference link on one place you control

Ready to improve your AI visibility?

Request an AI visibility check and join the private beta.

Private beta. Profiles are onboarded manually.