Real Estate Camera
Start with the label. Most MLSs require "virtually staged" or "digitally altered" in the photo caption, on the image or at the start of the listing description, and California requires a link to the unedited original. Then check the photos against the floor plan, the 3D tour and the street view. Edits tend to show up in skies, lawns, views through windows and flooring. If the photos still don't add up, ask to see the originals or a live video walkthrough before you set off.
I make an app that edits listing photos, so I've spent a lot of time examining what AI changes and what it gets wrong. This guide is for buyers, and for agents who want their own listings to stand up to the same checks.
How common are AI-edited listing photos?
Common enough to check every time. An analysis by property technology company Coraly, reported by Realtor.com, looked at nearly 40,000 primary listing images. Almost 11% showed signs of digital alteration. Sky replacement accounted for 69% of these, while just 4.5% of interior images had been altered. More than 90% of the altered images carried no visible disclosure.
Buyers have noticed. On Reddit, "AI-edited estate agent photos need banning" drew more than 600 comments, and agents themselves asked "Is there any way to tell whether listing photos have been enhanced with AI before a viewing?"
Where to find a disclosure
A labelled photo is the straightforward case. Where the label appears depends on the MLS, as of September 2026:
- In the remarks. Stellar MLS in Florida requires the public remarks to begin "One or more photo(s) was virtually staged."
- On the photo. Canopy MLS requires the disclosure to be visible directly on the image.
- In the caption. NorthstarMLS accepts the photo caption or a visible filename.
- Next to the original. In California, AB 723 requires a statement plus a link or QR code to the unaltered image. CRMLS places the original image immediately before or after the altered image.
A label in the MLS remarks may not appear in the same way on every site you visit. If you have an agent, ask them to retrieve the full MLS listing.
What AI edits usually look like
| Where to look | What gives it away | How to check |
|---|---|---|
| Sky | A bright blue sky or sunset in exterior shots of a house whose other images are grey, or lighting that is inconsistent with the sky | Compare every exterior photo; check shadows against the sun |
| Lawn and garden | Grass that's an even, saturated green right to the edges, or trees with no shadows | Street-level imagery from a map app |
| Views through windows | A view of water or the skyline from a room that faces a neighbour | The map: which way do the windows face? |
| Floors and walls | Hardwood flooring in one photo and carpet in the same room from another angle, or paint that changes colour between shots | Compare the same room across the photos and the 3D tour |
| Furniture | Sofas that appear to float, furniture legs that merge into the rug, a bed blocking a doorway, tiny furniture in a small room | Look at where the furniture meets the floor |
| Structure | Windows that change size or position, a mantelpiece that differs from the original, doorways that move | Compare the images with the floor plan or an unstaged photo |
The furniture issues are the least concerning. Staging an empty room with a sofa is almost always acceptable, provided it is labelled. The issues that matter are floors, walls, windows, views and damage, because these are what you would be buying. Stellar's rule bans all of them by name, including "placing small furniture to make a room appear larger than it actually is."
Check the photos against the rest of the listing
Zillow's July 2026 advice to buyers is the most useful single list I've seen. Read the description, take the virtual tour, look at the floor plan and make sure everything is consistent with the photos. "Inconsistencies are a flag."
A few cross-checks that take two minutes:
- Floor plan against photos. Count the windows in a room on the plan, then count them in the photo.
- 3D tour against photos. A tour is harder to fake room by room. If the tour shows carpet and the photo shows oak, believe the tour.
- Street view against the exterior. A map app's street-level imagery can be years old, but it will show whether the neighbour's house, the power lines and the view are really there.
- Old listings. If the house sold before, earlier photos on the portal show the rooms as they were then.
Do AI image detectors work?
Only partly. Most online detectors are designed to spot fully generated images, although some claim to detect edits too. A real photo with just one edited area, such as a new sky or a smoothed floor, is harder to assess, and a detector can't tell you whether the edit changes anything you'd be buying.
File metadata can help if you obtain the original file. Google Photos added a "How this was made" section powered by C2PA Content Credentials, which Google says can show whether an image "was generated, enhanced, or manipulated with AI tools." Google also notes that C2PA "doesn't determine if content is trustworthy." A screenshot or a resaved web image may not contain that data at all.
Treat a detector as a hint, not an answer. The originals and a walkthrough are the answer.
What to ask the listing agent
- "Have any of these photos been edited beyond colour and brightness? Which ones?"
- "Can you send the unedited originals?" In California, the law already requires that you have access to them.
- "Can you give me a live video walkthrough before I view the property?" Zillow suggests this too.
- "When were the photos taken?" Old photos are a different issue from edited ones, but they cause the same surprise at the door.
If a listing did mislead you, tell your agent first. On Zillow, the listing page has a Report Listing button, and Zillow says it reviews reports submitted through it. MLSs can remove photos and fine the listing agent. Stellar applies an automatic fine.
For agents: ensure your photos pass the same checks
Every check above is something a buyer can carry out on your listing. The listings that pass have three things in common: labels in the positions required by the board, the original posted alongside each edited photo, and no alterations to the property itself. That's the basis of what makes virtual staging legal, and disclosure wording includes labels you can paste.
Check your own AI output too. Tools, including ours, can move a window or reshape a fireplace while adding a sofa. Put the staged version alongside the original and check the windows, doors, floor and ceiling line before you publish it. Real Estate Camera (our app) doesn't swap skies or change floors, labels every staged result, and keeps the original ready to upload alongside it. A staged room costs 2 credits; see pricing. The rules for each state are set out in AI photo disclosure laws by state.
For information on what our editing changes and leaves unchanged, see AI real estate photo editing.
Prepare your next listing with edits you can defend in person. Start free: 1 credit.
Questions
How can I tell whether a listing photo has been edited with AI?
Look for a label in the photo caption, on the photo itself or at the start of the listing description, then compare the photos with the floor plan, the 3D tour and street-level views. Skies, lawns, windows and floors are the usual places to spot an edit. If something doesn't add up, ask the listing agent for the unedited originals or a live video walkthrough.
How common are AI-edited listing photos?
An analysis by property technology company Coraly, reported by Realtor.com, found that almost 11% of nearly 40,000 primary listing images showed signs of digital alteration. Sky replacement accounted for 69% of these, and more than 90% had no visible disclosure.
Do AI image detectors work on listing photos?
They can identify entirely generated images, but it is harder to determine whether a real photo has had one area edited, and no detector can tell you whether an edit misrepresents the property. Labels, original photos and a video walkthrough provide a more reliable answer.
What should I do if a listing's photos were misleading?
Tell your agent, who can contact the listing agent. On Zillow, use the Report Listing button. If the listing breached your MLS's rules, the MLS can remove the photos, and in California an undisclosed alteration breaches state law.
