Write Listing Descriptions That Sell: Using AI Without Crossing Fair Housing Lines

Writing listing descriptions is one of the most common things agents use AI for, and one of the easiest to get wrong. The tool is fast and fluent, but left alone without supervision it will write "cozy," "charming," and "perfect for a growing family" about every house on the block. Those words make your listing forgettable, and some of them can get you in trouble.

This guide shows you how to get specific, accurate copy out of AI and keep it clean.

Why Generic AI Copy Fails

If you type "write a listing description for a 3-bedroom house in New Orleans," you will get a paragraph that could describe 10,000 homes. AI only knows what you tell it. The quality of the description depends almost entirely on the quality of your notes.

Two other problems are worth knowing about:

• Invented details. AI will happily (and confidently) add "granite countertops" or "hardwood floors" if it thinks those words fit. Anything it adds that isn't true is a misrepresentation with your name on it.
• Loaded language. AI has absorbed decades of real estate marketing, including phrases that steer toward or away from certain buyers.

Step 1: Gather Your Raw Material

Before you open any AI tool, write down the facts in plain bullet points. Include:

• Beds, baths, square footage, lot size, year built
• Recent updates, with years (roof 2022, HVAC 2020)
• Features that are actually distinctive (corner lot, mature oak, finished attic)
• Things the seller loves about the home
• What is nearby, stated as facts (distance to a park, a trail, a grocery store)

Messy notes are fine. AI is great at handling unstructured data. But accuracy is essential.

Step 2: Use a Prompt That Sets the Rules

Here is a prompt you can copy and reuse. Replace the bracketed parts.

You are writing a real estate listing description for MLS and online portals.

Rules:
- Use ONLY the facts I provide below. Do not add features, finishes, or claims that are not in my notes.
- Describe the property and its features, not the type of person who should buy it.
- Do not reference race, color, religion, sex, disability, familial status, national origin, or any other protected class, directly or by implication.
- Avoid phrases like "perfect for families," "great for young professionals," "ideal for retirees," "exclusive neighborhood," or "walking distance to church."
- Keep it under 150 words, written in a warm, confident tone. Lead with the most distinctive feature.

My notes:
[paste your bullet points]

Then ask for two or three versions with different openings and pick the one that sounds most like you.

Step 3: Check the Output Line by Line

This is the step people skip. Read the result against your notes and ask:

1. Is every claim in my notes? If AI wrote "sun-drenched kitchen" and you never said so, either confirm it or cut it.
2. Does any phrase describe people instead of the house? "Great for entertaining" is about the house. "Great for young families" is about the buyer.
3. Are the neighborhood claims factual? "Close to top-rated schools" is a statement you may not be able to support, and it can steer. State the distance to a specific school or leave it out.

You can also use AI as a second reader:

"Review this listing description for fair housing risk. Flag any phrase that describes or implies a type of buyer, and suggest a neutral replacement that describes the property instead."

Treat this as a helpful check, not a guarantee. Your own judgment makes the final call.

Words to Rewrite

Keep Your Voice and Your Records

Once you have a description, or several, that you like, save them as an example. The next time, paste it in and say "match the tone of this example." Over time you will build a library that sounds like you rather than like everyone else.

Also keep your source notes with the final copy. If a claim is ever questioned, you can show where it came from.

Also keep in mind that who owns AI-written text is still an open legal question. We cover that in our blog post, Who Owns an AI-Generated Listing Description?.

AI can save you significant time per listing. It's important to make sure everything it writes is true and fair. Start with your next listing and see how much faster the first draft comes together.

- Jason