AI listing-description tools are now a first draft, not a final draft. The risks that used to come from over-promising amenities now come from quietly steering on protected classes, mis-citing schools, or wandering into brand territory the agent doesn't have rights to.
This week's Brief is a teardown of three AI-generated descriptions for the same Tampa townhouse — what's wrong with each, and the minimal edits that make each publishable.
The property
Two-story townhouse, 3 bed / 2.5 bath, attached two-car garage, 1,820 sq ft, built 2018, in a gated community in Wesley Chapel. Granite countertops, stainless appliances, primary suite with walk-in closet, screened lanai backing to a conservation easement. HOA covers exterior maintenance and a community pool.
Output 1: Generic LLM with no real estate prompt
"Welcome to your perfect family home in a safe, established community. Walking distance to top-rated schools and beautiful churches. This bachelor pad — wait, family-friendly home — has everything growing families need. The quiet street is ideal for kids."
What's wrong: Five Fair Housing red flags in three sentences.
- "perfect family home" — familial-status preference
- "safe, established community" — coded neighborhood characterization
- "walking distance to ... churches" — religious preference
- "top-rated schools" — Florida FREC ad-rule (61J2-10.025) prohibits unverified school-quality claims
- "ideal for kids" — familial-status preference
Minimum edits to publish:
"Two-story townhouse in a gated Wesley Chapel community, on a quiet conservation-backed lot. Three bedrooms upstairs including a primary suite with walk-in closet. The HOA covers exterior maintenance and includes access to the community pool."
That's it. Don't compensate for what you removed by adding adjectives — let the property describe itself.
Output 2: Real-estate-specific tool, default settings
"Stunning move-in ready townhouse offers a rare opportunity in one of Wesley Chapel's most desirable communities. This Realtor®-curated showcase home features designer finishes throughout, a chef's kitchen with premium appliances, and an entertainer's backyard."
What's wrong:
- "Realtor®-curated showcase home" — uses the REALTOR® mark in a way that requires NAR membership in good standing AND compliant trademark usage. Even if you're a NAR member, "Realtor®-curated" is not a defensible use; the mark identifies the agent, not the property.
- "Stunning," "rare opportunity," "designer finishes," "premium appliances," "chef's kitchen," "entertainer's backyard" — vague superlatives that the National Association of Realtors® Code of Ethics (Article 12) and FREC's ad rule treat as potentially misleading puffery if not substantiated. "Premium appliances" without naming brands is technically defensible but lazy.
Minimum edits to publish:
"Two-story townhouse in a gated Wesley Chapel community. Stainless GE Profile appliances, granite countertops, primary suite with walk-in closet, screened lanai backing to a conservation easement. HOA covers exterior maintenance and community pool access."
Lead with the verifiable specifics. Skip the puffery. Buyers can tell.
Output 3: Better prompt, but still skipping the disclosures
"Built in 2018, this 1,820 sq ft, 3-bedroom, 2.5-bath townhouse offers a primary suite with walk-in closet, granite kitchen, and screened lanai backing to conservation. The community is gated. HOA dues cover exterior maintenance and pool access."
What's right: Verifiable, specific, no Fair Housing or trademark concerns.
What's still missing:
- Roof age (built 2018 — relevant for the buyer's insurance underwriting)
- Hurricane window/shutter status (Wesley Chapel is inland but post-Idalia underwriting questions still come up)
- HOA dues amount and pet rules — buyers ask anyway
- Whether the HOA-managed exterior includes the roof (matters for insurance)
Edit to publish:
"Built in 2018, this 1,820 sq ft, 3-bedroom, 2.5-bath townhouse offers a primary suite with walk-in closet, granite kitchen, and screened lanai backing to conservation. The community is gated. HOA dues of $[X]/mo cover exterior maintenance including roof, plus pool access. Pets allowed per HOA guidelines (see attached). 4-point inspection on file."
The pattern
Across all three outputs, the AI's default mode is to add adjectives — not to add facts. The publishable version of every AI draft is shorter, more specific, and more boring than the AI wanted it to be. That's the right answer.
Three rules for using AI listing tools
- Strip every adjective the AI added that isn't load-bearing. If removing the word doesn't change what the buyer learns, remove it.
- Run the output through your office's Fair Housing reviewer before MLS. If your office doesn't have one, you are the reviewer — and a 30-second scan is enough.
- Add the disclosures the AI doesn't know to add. Roof age, window class, HOA fee, pet rules, condition reports.
Bonus: a system prompt that produces shorter, safer drafts
If your tool lets you customize the system prompt, prepend something like:
You are writing an MLS public-remarks paragraph for a Florida real estate
listing. Write only in factual, verifiable terms. Do NOT use any of the
following: "perfect for", "family-friendly", "safe", "quiet", "walking
distance to church/school", school-quality claims (e.g. "A-rated", "top
schools"), religious or national-origin references, age-group references
(e.g. "perfect for retirees"), the word REALTOR or REALTORS, or any
unsubstantiated superlative. Maximum 80 words. Lead with structural
specifics: bed/bath, square footage, year built, lot/exterior features.
Close with verified upgrades and HOA-managed items if applicable.
This is what FLREMA's own AI Listing Description Generator builds on — see flrema.org/Tools/ListingDescription.
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