Using Market and Property Facts Responsibly

Several tactics call for real market or property information as an input. When you supply it, following a few standards keeps the finished result accurate and defensible.

  • Use verified sources: MLS data, your brokerage’s own reporting, or another source you trust.
  • Include the source date, so anyone reading it knows how current the information is.
  • Be specific about geography: the exact area the data actually covers.
  • Note the comparison period: what timeframe you’re comparing against.
  • Keep facts and interpretation clearly separate. A number is a fact; what it means for a particular buyer or seller is your interpretation.
  • Don’t include unsupported forecasts: predictions you can’t back with real data.
  • Never let invented valuation, equity, proceeds, or timing figures appear in a finished asset. If you don’t have the real number, leave it out.

If a result contains a market or property claim you didn’t explicitly supply as an input, treat it the same as any other inaccurate result, see Correcting an Inaccurate AI Result.

For questions that go beyond market facts (financing, legal, tax, valuation, or inspection specifics), see When to Refer a Question to Another Professional.