A useful first task is turning a verified property fact sheet into a draft description. The agent should improve organization and readability while preserving the facts. It should leave missing information as a question for you, not fill it with familiar real-estate language.
Use a fictional property for the first exercise. Include a few deliberate gaps: an unknown renovation date, an unverified parking arrangement and no measured walking time to a station. Those gaps let you see whether the tool respects uncertainty before you give it a real listing.
Make the fact sheet the source
Write the features you can support and where they came from. Separate seller statements, measured information and details still to confirm. A description should not turn “seller reports a recent repair” into a documented replacement with a warranty.
Specify the intended channel and its length limits. A property description, an internal checklist and an email to a prospect are different outputs. Start with a draft file that cannot be sent or posted automatically.
A suggested listing exercise
Ask: “Draft a plain-language property description using only this fictional fact sheet. Preserve all numbers and qualifiers. Do not invent amenities, distances, neighborhood claims or suitability for particular people. Put missing details in a separate question list. Do not publish or contact anyone.”
Review the draft beside the sheet. Highlight every factual statement and find its source. Check room counts, measurements and the distinction between included and optional items. Reject claims whose meaning is stronger than the evidence, even if they sound familiar in a listing.
Then ask for a factual check rather than another stylistic variation: “List any sentence that is not directly supported by the fact sheet.” Inspect that answer yourself. Asking the same tool to check its own work is helpful, but does not make an independent verification.
Keep professional review visible
Your broker’s policies, local advertising rules and applicable fair-housing requirements belong in the review process. This guide does not determine which wording is lawful for a particular property or jurisdiction. Use the responsible professional review, especially for statements about neighborhoods, eligibility or who a property would suit.
The agent can flag a question for that reviewer. It should not certify the listing as compliant. A generic instruction to “follow all laws” does not supply the local facts or professional judgment needed to reach that conclusion.
Protect seller and prospect information
A fictional fact sheet needs no seller contact details, access instructions or prospect records. Real listing work may involve confidential documents, photographs, contracts and personal information. Establish what you are allowed to share before adding any of them.
Sending messages and scheduling appointments are later tasks with their own checks. A correct description does not establish that an agent can select a recipient, make a commitment or manage access to a property. Keep those permissions separate from drafting.
Make revisions easy to inspect
Ask for a change table with original sentence, proposed sentence and reason. If a verified fact changes, update the fact sheet first and regenerate only the affected passages. Save the approved draft and its source version together so you can identify what is live and what is still being edited.
For a first trial, measure how many supported statements survived, how many unsupported claims appeared and how long review took. If the agent regularly adds details, narrow the request to organizing facts into sections. A modest, accurate output is more useful than an impressive description you cannot trust.
The result should be a draft and a short list of questions for the responsible person. Publication, prospect outreach and contractual decisions remain separate actions.
