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 remarks, 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, window views and floors. If the photos still don't add up, ask for the originals or a live video walkthrough before you drive over.
I make an app that edits listing photos, so I've spent a lot of time looking at what AI changes and what it gets wrong. This guide is for buyers, and for agents who want their own listings to hold up to the same check.
How common are AI-edited listing photos?
Common enough to check every time. An analysis by the real estate tech company Coraly, reported by Realtor.com, looked at nearly 40,000 primary listing images. Almost 11% showed signs of digital alteration. Sky replacement made up 69% of those, only 4.5% of interior images were altered, and more than 90% of the altered images carried no visible disclosure.
Buyers have noticed. On Reddit, "AI Realtor photos need to be banned" drew more than 600 comments, and agents themselves asked "is there any way to tell if listing photos have been enhanced with AI before visiting?"
Where to look for a disclosure
A labeled photo is the easy case. Where the label goes 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 wants the disclosure 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 puts the original directly before or after the altered one.
A label in the MLS remarks may not show up the same way on every site you browse. If you have an agent, ask them to pull 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 over a house whose other exterior shots are grey, or light falling the wrong way for the sky | Compare every exterior photo; check shadows against the sun |
| Lawn and yard | Grass that's an even, saturated green right up to the edges, or trees with no shadow | Street-level imagery from a map app |
| Views through windows | A water or skyline view from a room that faces a neighbor | The map: which way do the windows face? |
| Floors and walls | Hardwood in one photo and carpet in the same room from another angle, or paint that changes color between shots | Match the same room across photos and the 3D tour |
| Furniture | Sofas that float, legs that melt into the rug, a bed across a doorway, tiny furniture in a small room | Look at where furniture meets the floor |
| Structure | Windows that change size or position, a mantel that differs from the original, doorways that move | Compare with the floor plan or an unstaged photo |
The furniture ones are the least worrying. Staging a sofa into an empty room is allowed almost everywhere if it's labeled. The ones that matter are floors, walls, windows, views and damage, because those are what you'd 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 everything else in 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 they line up 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 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 neighbor'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 pitched at spotting fully generated images, though some claim to catch edits too. A real photo with one area edited, such as a new sky or a smoothed floor, is a harder call, and a detector can't tell you whether the edit changes anything you'd be buying.
File metadata can help if you get 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." And a screenshot or a re-saved web image may not carry that data at all.
So treat a detector as a hint, not an answer. The originals and a walkthrough are the answer.
What to ask the listing agent
- "Were any of these photos edited beyond color and brightness? Which ones?"
- "Can you send the unedited originals?" In California, the law already requires access to them.
- "Can you do a live video walkthrough before I come out?" Zillow suggests this too.
- "When were the photos taken?" Old photos are a different problem 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 that Zillow says it reviews. MLSs can pull photos and fine the listing agent. Stellar applies an automatic fine.
For agents: make your photos pass the same check
Every check above is one a buyer can run on your listing. The listings that pass have three things in common: labels where the board wants them, the original posted beside each altered photo, and no edits to the house itself. That's the whole of what makes virtual staging legal, and disclosure wording has labels to paste.
Check your own AI output too. Tools, ours included, can shift a window or reshape a fireplace while adding a sofa. Put the staged version next to the original and look at the windows, doors, floor and ceiling line before it goes up. Real Estate Camera (our app) doesn't swap skies or change floors, labels every staged result, and keeps the original ready to upload beside it. A staged room costs 2 credits; see pricing. The state-by-state rules are in AI photo disclosure laws by state.
For what our editing does and doesn't change, see AI real estate photo editing.
Run your next listing through an edit you can defend at the door. Start free: 1 credit.
Questions
How can I tell if a listing photo was edited with AI?
Look for a label in the caption, on the photo or at the start of the remarks, 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-altered listing photos?
An analysis by the real estate tech company Coraly, reported by Realtor.com, found that almost 11% of nearly 40,000 primary listing images showed signs of digital alteration. Sky replacement made up 69% of those, and more than 90% carried no visible disclosure.
Do AI image detectors work on listing photos?
They can flag fully generated images, but a real photo with one edited area is harder to call, and no detector can tell you whether the edit misrepresents the house. Labels, originals and a video walkthrough answer that more reliably.
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 broke your MLS's rules, the MLS can remove the photos, and in California undisclosed alteration breaks state law.
