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AI Lab

Use AI results responsibly (and fair housing for real estate users)

How to check AI output before sharing it, and how real estate professionals should handle neighborhood data.

AI can save time, but it can also misread a record or state something with more confidence than the evidence supports. You're responsible for anything you publish or share.

Check before you share

  • Facts: compare names, dates, square footage and permit details with the source records.
  • Recalls and equipment: confirm with the data plate and the manufacturer.
  • Permits: confirm status and closeout with the building department.
  • Safety, value and compliance statements: make sure they're supported, or remove them.

AI doesn't replace your observations

AI text can support a report, but it can't replace what you saw, photographed and measured. Don't use AI output as the basis for a finding you didn't observe, and never let it fill in answers on a regulated form.

Fair housing for real estate professionals

If you share AI Lab results with buyers or sellers, keep to objective, sourced information.

  • Don't describe the racial, ethnic or religious makeup of a neighborhood.
  • Avoid subjective labels such as "safe", "good neighborhood" or "family area". Point clients to the original source instead.
  • When you share school, crime or demographic information, use reliable third-party sources and attribute them.
  • Treat the Census & Demographics tool as background for your own understanding, and review its output carefully before sharing.

When in doubt, leave it out of the client-facing report.

Verify property records and professional requirements with the appropriate official source.More in AI Lab