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AI real estate photo editing: what the MLS allows and what it doesn't

MLS rules and the NAR Code of Ethics allow AI and software edits that improve how a photo looks, such as light, color, exposure, sharpening, straightening and cropping, without any label. When an edit adds, removes or changes something in the picture, like virtual staging or removing furniture, most rules now require a label and the original photo next to it. Changing the property itself, such as its walls, floors, fixtures, landscaping or view, is banned outright by some MLSs, CRMLS among them, unless the change will really be made before closing.

By Emil Thomsen, Founder of October · Updated October 27, 2026

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The rule underneath every MLS rule: a true picture

Article 12 of the NAR Code of Ethics (2026 edition) says REALTORS® "shall present a true picture in their advertising, marketing, and other representations." Standard of Practice 12-10 applies that duty to Internet content and images, and its list of prohibitions ends with "otherwise misleading consumers, including use of misleading images."

MLS rules grow out of this. Edward Zorn, general counsel of CRMLS, told HousingWire in April 2026 that the Article 12 standard appears "almost word for word" in most MLS rules. So the question for any AI edit is the same everywhere: would a buyer who walks in feel the photo showed them the home as it is?

Three kinds of edits

Kind of edit	Examples	How the rules treat it
Corrections	Exposure, brightness, white balance, color correction, sharpening, straightening, cropping	No label. CRMLS, SDMLS, Metro MLS and California's AB 723 all exempt them
Disclosed alterations	Virtual staging, virtually removing furniture, AI-altered rooms	Allowed with a label, and usually the original photo next to it
Changes to the property	New paint, flooring or cabinets, added landscaping, a changed view, removed utility poles	Banned in CRMLS unless the home will be improved to match by closing. Misleading under Article 12 anywhere

AI doesn't create a category of its own. CRMLS answers the question directly: "Yes, AI-altered images count as digitally altered images." What matters is what the edit did to the picture, not the tool that made it.

What specific MLSs require

Here are three published rules side by side. They agree on the principle and differ in the details.

MLS	Label	Original photo	If you get it wrong
CRMLS (California), Rule 11.5.2	"Photo Modified," "Virtually Staged," "Digitally Altered," "AI Altered" or similar, in the photo's text field	Uploaded and shown immediately before or after the altered photo	Contact from CRMLS Compliance. The knowledge base describes a warning, then a $250 fine if not corrected in time
San Diego MLS	"Digitally Altered" in the photo remarks, plus the original's URL on the altered image	Placed next to the altered photo	MLS compliance action under SDMLS rules
Metro MLS (Wisconsin), from Sept. 1, 2026	Flexmls watermark on the altered photo, and "Photos are Digitally Altered" in the public remarks	Uploaded immediately before its altered version. The main photo must be an unaltered original	$10 sanction for a missing watermark. $10 a day for an altered main photo until it's replaced

CRMLS also sets a hard limit. Under its truth-in-advertising rules, subscribers may not add any photo altered to add, remove or modify real property elements "including but not limited to flooring, walls, windows, structural elements, cabinetry, paint color, hardscape, landscape, façade, fixtures, or floor plans," unless the home will be improved to match by closing as part of the listed price. The same goes for elements outside of or visible from the property, such as streetlights, utility poles, views through windows and neighboring properties. CRMLS also states that AI-generated landscaping images are not permitted in the MLS. For pictures generated from a prompt rather than edited, see AI listing photo generators.

The gray zones

Decluttering and object removal. Metro MLS says removing a yard sign, decluttering or taking photos off a wall doesn't need its watermark, because the house's physical condition hasn't changed. California's AB 723 is broader: it covers any edit that adds, removes or changes "elements in the image." In California, label tidied photos. Elsewhere, check your MLS.
Sky replacement. Metro MLS doesn't require a watermark if the new sky looks realistic. AB 723 doesn't mention skies, but it does cover elements "outside of, or visible from, the property," and the Coraly study counted new skies as alterations. In California, label them.
A fire in the fireplace. Metro MLS allows it without a watermark if the fireplace works.
Generative "enhance" buttons. Some AI tools redraw the whole photo. The Boston Globe reported that early image models would "hallucinate" defects such as an extra window or wall. If a tool redraws a room, check every fixed feature against the original before you upload. October's photos are made this way too, which is why we ask you to check them.

What the portals say

Zillow, Realtor.com, Redfin and Homes.com mostly show what arrives from the MLS feed, so the MLS rule is usually the one that binds. California's law, as HousingWire notes, applies to licensees rather than to the portals.

Zillow told the Boston Globe in August 2026 that "agents and brokers bear the front-line responsibility for accuracy," and that shoppers should be able to see the original alongside the altered version. Zillow's own virtual staging, sold inside its Showcase package, has a slider that compares the original and the staged room.
Across portals, Coraly's review of just under 40,000 primary listing images found signs of manipulation in 12.4% of Homes.com images, 11.2% on Redfin, 11.0% on Zillow and 8.7% on Realtor.com. The researchers said the gaps may reflect listing mix rather than portal policy.
Disclosure is rare: over 90% of the altered images Coraly found carried no visible disclosure.

Where October fits

October's photos are AI-generated. You capture the home with the October app, and an AI image model (OpenAI's GPT Image) draws each finished photo from your capture of that spot: brighter light, straight lines, beds made, cushions plumped and small loose items left out. The model is told to keep the room itself as captured, and each drawing is checked against your capture and drawn again if it stretches the room or moves the camera. Here is how that sits under the rules above:

Every October photo is an AI-altered image. It is a new image drawn from your capture, not a corrected copy of it, so the exemption for light, color and straightening doesn't cover it. Label October photos the way your MLS asks for AI-altered or digitally altered images: at CRMLS, "AI Altered" or "Digitally Altered" in the photo's text field.
The original. Most of these rules want the unaltered photo next to the altered one. October's download includes the unaltered original of every photo, so you can show it next to the altered one or link it where your MLS or state requires.
Tidying (loose items left out, beds made, cushions plumped) is part of the same drawing. Metro MLS treats decluttering as unaltered, but an October photo is still AI-generated, so follow your MLS's rule for AI images. In California, see our AB 723 guide.
Empty room and Staged ($19 and $29 a room) are disclosed alterations everywhere. They carry a "Virtually emptied" or "Virtually staged" label on the image; show the original next to them too.
Fixed features (walls, floors, windows, fittings, built-in furniture and the view) are what the model is told to keep, which is what keeps a photo out of the banned third category. AI can still slip on a detail, as the Boston Globe's example above shows, so compare every October photo with the room before you upload it.
The walkthrough video is AI-generated motion (Kling) between the finished photos. The rules above are written about photos; if your MLS or portal asks about AI video, label it the same way.

A bright dining room with two rattan pendant lamps over a wooden table, a large abstract painting on the left wall, plants in a tall window and a small white sideboard with glassware — The founder's own dining room, a finished October photo drawn by AI from his iPhone capture. A coat, a jacket, a glass, a phone and a pen were left out; the pendants, the painting, the furniture and the room were kept. Like every October photo, it is an AI-generated image: label it where your MLS requires, with the original capture next to it.

A five-point check before you upload

Is anything in the picture added, removed or changed? If yes, it needs a label. If only light, color, sharpness, angle or crop changed, it doesn't.
Did a fixed feature change, such as a wall, floor, window, fixture, landscaping or the view? If yes and the change won't be made before closing, don't use the photo.
Do you have the unaltered original? Upload it where your MLS wants it, and keep a public link for ads outside the MLS.
Is the label in the field your MLS uses, worded the way it accepts?
Is your main photo unaltered, if your MLS requires that, as Metro MLS does?

For cost and quality comparisons of staging tools, see best virtual staging apps and virtual staging vs. an empty room. Terms such as sky replacement, virtual defurnishing and digitally altered image are defined plainly in our real estate photography glossary.

Questions

Is AI photo editing allowed on the MLS?

Yes, for corrections such as light, color, exposure, sharpening, straightening and cropping. Edits that add, remove or change things in the picture need a label and usually the original photo. CRMLS says AI-altered images count as digitally altered images.

Is AI virtual staging allowed?

Yes, when it's labeled and the original photo is shown next to it. CRMLS, San Diego MLS and Metro MLS all accept staged photos on those terms.

Can I make the lawn greener or remove power lines?

Not in CRMLS, which bans photos altered to change landscaping or elements outside of, or visible from, the property, unless the home will be improved to match by closing. Elsewhere, a changed property is likely misleading under Article 12 even if it's labeled.

Do other states have laws like California's?

The Close reported in September 2026 that Wisconsin 2025 Act 69 takes effect January 1, 2027 and requires licensees to disclose advertising altered with technology, including AI, when the changes create a false or misleading impression. We haven't reviewed that statute's text ourselves. Check with your state's licensing authority.

Does a label fix a misleading photo?

Not under the Code of Ethics. Article 12 requires a true picture, and CRMLS bans some changes to the property even when they're disclosed. A label covers staging and similar edits. It doesn't make a changed property acceptable.

What should a virtual staging disclaimer say?

Use the words your MLS accepts, in the field it checks. CRMLS Rule 11.5.2 accepts "Photo Modified," "Virtually Staged," "Digitally Altered," "AI Altered" or a substantially similar term in the photo's text field, with the original uploaded immediately before or after the altered photo. In California, AB 723 also requires a reasonably conspicuous statement on or adjacent to the image, with a link or QR code to the original. A label on the image itself does no harm anywhere.

Do October's photos need an AI label?

Yes, where your MLS or state requires one for AI-altered images. Every October photo is drawn by an AI image model from your own capture of the room, so the exemption for light and color corrections doesn't apply. Use your MLS's wording, such as "AI Altered" at CRMLS, and show the original capture next to it; October's download includes the unaltered original of every photo.

Are MLS photo rules the same everywhere (Bright MLS, Stellar MLS)?

No. This guide covers CRMLS, San Diego MLS and Metro MLS, and even those three differ on decluttering and sky replacement: Metro MLS treats decluttering as unaltered, while California's AB 723 covers any edit that adds, removes or changes elements in the image. We have not reviewed Bright MLS's or Stellar MLS's rules, so check your own MLS's photo policy, and when in doubt label the photo and show the original.