AI MLS Description Generator Pre-Publish Checklist

AI MLS Description Generator Pre-Publish Checklist

The frustrating part is not writing the listing. It is thinking the listing is done, then finding one small error after the copy is already headed to the MLS. A wrong room count, a missing detail, or a description that does not match the photos can confuse buyers fast.

This checklist gives you a simple last pass before publishing. It does not replace fact-checking or human review. It helps you catch the most common problems while the draft is still editable.

Before you publish: check the four basics

1) Accuracy

Use this box for facts that must match the property record, seller notes, and photo set.

• Beds, baths, and room counts match the source notes
• Square footage matches the verified property data
• Year built and major upgrades are correct
• Any included features are actually present
• No claim sounds bigger, newer, or more certain than your notes support

This matters because listing descriptions should be accurate, thorough, and human-sounding, not a tall tale. They should also avoid exaggeration or misrepresentation. Sources: realtor.com PRO (opens in a new tab), NAR Code of Ethics (opens in a new tab).

2) Tone

Use this box to catch copy that sounds off to buyers.

• The first line is clear and inviting
• The wording sounds natural, not robotic
• The draft is concise enough for quick scanning
• It does not overhype the home
• It avoids red-flag phrases that create skepticism

The goal is a description that feels brief, readable, and honest. A long wall of text can work against you, especially if the important facts are buried. Source: realtor.com PRO (opens in a new tab).

3) Missing details

Use this box to check whether the draft forgot something buyers will want to know.

• Any standout features are mentioned
• The best room or lifestyle benefit is clear
• Location details are included only if they are verified and useful
• The description adds something the photos do not already show
• Required transaction notes or disclosures are handled separately by a human

One common mistake is repeating only the obvious facts. A better description adds the details only the seller or listing team would know, while still staying truthful. Source: realtor.com PRO (opens in a new tab).

4) Photo alignment

Use this box to make sure the words and images tell the same story.

• The opening sentence matches the strongest photo
• Room names in the copy match the photographed rooms
• The description does not mention a feature the photos do not support
• The photos show the scale and layout described in the text
• Any visual issue that matters to buyers is not hidden by wording

Buyers use photos as their first impression, and the description should complement them, not fight them. Photos should also be an honest representation of the home, not a prettier version that changes how the space feels. Source: Zillow (opens in a new tab).

Worked example: catching one wrong room count

Imagine the draft says:

“This 3-bedroom, 2-bath home also includes a flexible fourth bedroom that works well as an office or guest room.”

Then you check the source notes and see the seller wrote:

• Main level: 3 bedrooms
• One office nook
• No legal fourth bedroom

That is the kind of mistake a pre-publish checklist should catch.

What the checklist flags

• Accuracy box: The room count is wrong
• Missing details box: The office nook is real, but it was described as a bedroom instead of a flexible space
• Photo alignment box: The photos show the office nook, not a fourth bedroom

Corrected version

“This 3-bedroom, 2-bath home includes a flexible office nook that can adapt to your daily routine.”

That keeps the benefit while matching the actual home.

Simple yes/no test procedure before publishing

Run these questions in order. If any answer is no, revise the draft before posting.

1. Does every room count match the verified source?
   • Yes / No
2. Do the photos support the main claims in the text?
   • Yes / No
3. Does the tone sound natural and concise, not padded or exaggerated?
   • Yes / No
4. Does the description add useful detail without repeating obvious facts?
   • Yes / No
5. Have any required disclosures or legal details been handled by a human review process?
   • Yes / No

How to use the test

• If all five answers are yes, the draft is ready for final human approval and publishing.
• If one answer is no, fix that issue first.
• If two or more answers are no, go back to the source notes and rebuild the draft from the facts upward.

A one-minute pre-publish workflow

1. Read the draft once from top to bottom.
2. Compare it line by line with your property facts.
3. Scan the photos and ask, “Does this wording match what buyers will see?”
4. Run the yes/no test.
5. Publish only after the factual and visual pieces line up.

That final pass is where small errors usually get caught. It is also where you avoid the biggest frustration: sending out a listing that almost worked, but not quite.

Quick checklist

• Accuracy checked
• Tone checked
• Missing details checked
• Photo alignment checked
• Yes/no test passed
• Human review complete where needed

If you want a more efficient workflow, use the checklist to review the draft after AI generation, not before. The tool can help with the first pass. You still need the last pass.