Virtual staging and sky swaps for property photos: what must be disclosed

Buyers scroll through dozens of listings and decide what to visit from the pictures. An empty room looks small and cold. A grey sky makes a good house look dull. So agents, photographers and brokerages are tempted to fix both with software.

The temptation is understandable, and the rules around it have changed fast. This page explains what has to be disclosed, what MLSs (multiple listing services, the shared databases of listings) add on top, what you can do instead, and where an AI tool such as Higgsfield fits and where it does not. It is information, not legal advice. Check local law and your own MLS's current rules before you publish anything.

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The problem: flat photos against buyers who arrive and compare

The photo is a promise. When a buyer walks in and the room is smaller, darker or emptier than the picture, trust drops and complaints start. The National Association of Realtors (NAR, the large US trade body) published a news article on this theme and describes how an online post about "housefishing", buyers lured by edited photos, drew over 12,000 upvotes. NAR also points to its Code of Ethics: Article 2 says members should refrain from exaggerating, misrepresenting or concealing pertinent facts, and Article 12 asks for a "true picture" in advertising.

So the question is not only "is it legal". It is also "will the buyer feel tricked". Keep both in mind as you read the rules.

What must be disclosed: California AB 723 in plain words

California Assembly Bill 723 added Business and Professions Code section 10140.8 and took effect on 1 January 2026, according to the San Diego MLS, HousingWire and others. I could not open the statute on the legislature's own site, so the wording below is as quoted by Open Homes, a real estate photography company, and as summarised by the San Diego MLS and a 2025 Senate Judiciary Committee analysis. Check the statute and your broker.

• Who it covers. Brokers and salespersons, and people acting for them, which can include marketing staff, photographers and other vendors.
• What it asks. As quoted, the advertisement must carry a reasonably conspicuous statement, on or next to the image, saying it was altered and giving a link, URL or QR code to the original. On a website the licensee controls, the posting must also include the unaltered image or a link to it.
• What counts as altered. As quoted, changes made with photo editing software or artificial intelligence to fixtures, furniture, appliances, flooring, walls, paint colour, hardscape, landscape, the facade, floor plans, and elements outside or visible from the property such as streetlights, utility poles, views through windows and neighbouring properties.
• What does not count. Common adjustments that do not change the representation: lighting, sharpening, white balance, colour correction, angle, straightening, cropping and exposure. The San Diego MLS lists brightness, exposure, colour correction, cropping, straightening, sharpening and noise reduction as not altered. For a new camera angle made from one photo, see AI angles of a room from one photo.
• Still images or video? The 2025 Senate Judiciary Committee analysis (the 2 July 2025 version of the bill) described a digitally altered image as a "still-photo image". The text as Open Homes quotes it says only "an image", so I cannot tell you whether the law reaches AI video. HousingWire's June 2026 piece advises agents to disclose AI-made listing video anyway, with wording such as "No drone or walkthrough footage was captured". Truthful-advertising rules apply to video whatever the statute says.

The San Diego MLS says it enforces AB 723 from 1 January 2026 across listings, IDX and VOW (data feeds that put listings on other sites) and API feeds, and that brokers and agents stay responsible for all their advertising channels. It also says that when in doubt, disclosure is strongly recommended.

What MLSs add: labels, before photos and sanctions

State law is only one layer. MLS rules differ and some are stricter. Here is what I could confirm, with the date and the status of each.

Source	What it says	Status
San Diego MLS	Altered images clearly disclosed and paired with the unaltered original; vendors may not remove disclosure indicators	Enforced from 1 January 2026
NorthstarMLS (Minnesota)	Staged, AI-generated or AI-enhanced photos identified in caption, on the photo or in remarks; at least one unaltered "before" image for each altered room; virtual staging limited to personal property; no changes to walls, floors, doors, windows, roofing, siding, ceilings, fireplaces, driveways or grading	Proposed guidelines, dated 10 July 2026. Not final.
Metro MLS (Wisconsin)	Reported $10 per day sanction for altered primary photos until replaced; separate $10 for altered photos without the required watermark; original uploaded just before the altered one	Reported by The Close for 1 September 2026; I did not read Metro MLS's own page
Wisconsin 2025 Act 69	Disclosure when altered advertising creates a false or misleading impression	Reported effective 1 January 2027; statute not read
New York	The state Department of State warned on 13 November 2025 that AI images in listings can be deceptive advertising and said all advertisements must include an honest and accurate depiction of the property (19 NYCRR 175.25(c)(9)). An Assembly bill (A.11635, introduced 29 July 2026 and referred to the Housing Committee) would require disclosure of altered images.	The warning is guidance under an existing rule. The bill is not law. Check the current status.

I also saw secondary-source mentions of other MLS rules, such as one in southern California, but only from vendor summaries. I leave those out. Your MLS's rulebook is the source to read. Do not assume your area has no rule just because this page does not list it.

Sky swaps and clean-ups: the grey zone

A sky swap is not named in AB 723 as quoted, and sources disagree. Open Homes says sky replacement language is absent from the bill, yet lists added blue skies among edits that "may require disclosure". PictureCorrect, a photography tips site, says sky replacement must be communicated. The San Diego MLS says that when in doubt, disclose. That is the safest reading: treat a sky swap as an alteration until your MLS or broker tells you otherwise.

It matters because sky swaps are common. A Coraly study reported by HousingWire on 24 June 2026 looked at just under 40,000 primary photos on Zillow, Redfin, Realtor.com and Homes.com in the first quarter. It found 10.8 percent showed signs of digital alteration, more than 90 percent of those carried no visible disclosure, and sky replacement appeared in 69 percent of the altered images. Coraly is a real estate data company, and this is its detection method, not a count of legal violations.

Clean-ups need more care than they look. Removing power lines is on the list of elements visible from the property. Removing moving boxes or clutter forces the software to guess what is behind them. NAR's example is a photographer noting that the AI may have to invent the wall behind removed boxes, and the wall could hide water damage or a hole. Do not remove clutter that hides a defect.

Here is a two-tier rule I would use:

• Tier 1, corrections. Exposure, white balance, crop and straighten. No label needed under the statute's exclusions. Check your MLS anyway.
• Tier 2, anything that adds, removes or changes an element. Furniture, grass, sky, poles, flooring, wall colour. Label it and keep the original.

Your options: retake, physical staging, staging service, general AI editing

Go from least effort to most, and stop at the first one that works.

1. Retake or blend. A photographer who shoots at a better time of day, or blends several exposures, fixes a dull sky as a tier 1 correction. No label needed under the exclusions as reported.
2. Declutter or physically stage. A real staged room needs no disclosure at all.
3. A virtual staging service. Companies that do only staging offer furniture libraries, room styles and turnaround. As one example, Virtual Staging AI, an app that adds furniture to empty room photos, showed these plans on its pricing page under yearly billing on 3 November 2026: Basic, 6 photos a month, $16 ($2.67 a photo); Standard, 20 photos, $19 ($0.95); Professional, 60 photos, $39 ($0.65); Enterprise, 150 photos, $79 ($0.53). Billed yearly, those are $192, $228, $468 and $948. I did not read the monthly-billing prices, and prices change, so confirm on the vendor page. Some photography companies also deliver labelled original-and-staged pairs as part of the service.
4. A general AI editing tool. This is where Higgsfield sits. It can edit parts of a picture, but it has no furniture library, no staging controls and no disclosure workflow.
5. A 3D tour or floor plan. NAR's article mentions products that show the true space. These avoid the disclosure problem altogether.

For a vacant house with eight photos, the Standard rate above comes to about $0.95 times 8, or $7.60 (illustrative, from a vendor's yearly price). The software cost is small. The real cost is the labelling and record-keeping, which I put at roughly 5 to 10 minutes per listing (also illustrative). Price that against the staging benefit before you decide.

Where Higgsfield fits, and why it is not a staging tool

Higgsfield can edit parts of a picture, extend it beyond its edges, or change its shape for other placements. Its edit page lists image models for editing, and one tool, Soul Inpaint, edits a masked area (a mask is the part you paint to say "change only here"). Higgsfield's Apps page does not list a staging app. It does not label edited images for disclosure. Its help center says invisible machine-readable AI markers may be embedded in outputs on any plan, but that is not a disclosure to buyers and should not be treated as one.

Honest verdict: for most readers, a dedicated staging service is the better first choice. It is built for the job, and some include the label-and-original pairing. Higgsfield makes sense if your agency already uses it for other image work and you accept the manual disclosure steps below.

• As of November 2026, Higgsfield publishes one edit cost: Soul Inpaint at 0.25 credits per image. A credit is the platform's unit of spend. Other edit and expand costs are not published and show on the Generate button.
• Soul Inpaint is not on the Free or Starter plans. Check the pricing explainer and the live pricing page.
• Free accounts watermark every generation. A watermarked listing photo is a problem for both the MLS and the client. On commercial rights, Higgsfield's pricing table marks commercial use "Not included" on Free while its help center says outputs are not restricted to paid plans, so use a paid plan for client work.
• Higgsfield's terms allow it to use content to train its models except under Enterprise agreements. Do not upload a seller's private interior photos without thinking about that.

For the wider tool picture, see Higgsfield upscale, relight and edit tools and best AI tools for real estate marketing videos.

A disclosure workflow you can run with folders and a spreadsheet

1. Pick the photos to improve. Only photos where the change helps the buyer understand the space.
2. Keep structure and views unchanged. No new windows, no moved walls, no removed neighbours.
3. Name files at edit time. kitchen_01_original.jpg and kitchen_01_virtually-staged.jpg.
4. Write the caption at the same time. For example: "Virtually staged. Original photo available at [short link or QR]." This puts the label on or next to the image, as the statute as reported asks.
5. Host one originals page per listing. A simple gallery link or QR code covers the link route and any MLS "before" photo rule.
6. Make the listing agent sign off. The San Diego MLS says participants stay responsible even when a vendor or photographer did the edit.
7. Keep originals and a log. Date, tool, what was changed, who approved.
8. Check reposts. Portals and social posts often strip captions. Keep the link or QR in the image area or the description so the disclosure survives.

Edits that are never acceptable

• Changing walls, floors, windows, doors, fireplaces, roofs, siding, driveways or grading.
• Changing views or removing poles, wires or neighbouring buildings.
• Adding improvements that do not exist.
• Removing clutter that hides a defect.
• Passing off an edited image as the original.

A seven-day test: stage three photos and check the label

This is a plan you can run, with thresholds that are my suggestions.

1. Day 1: pick one vacant listing and three photos.
2. Day 2: get a quote from a staging service for the same three.
3. Days 3 and 4: stage the three yourself with a general tool, applying the workflow above.
4. Day 5: write captions, host the originals page and test the link from a phone.
5. Day 6: show the staged photos to one person who has not seen the listing, then have them tour the real room.
6. Day 7: decide.

Pass: the visitor is not surprised by size, light or view, the label and link work, and the total time and cost beat the service quote. Fail: any surprise, any missing label, or any photo where you cannot say exactly what was changed. Pull the failed image.

Who should skip AI edits entirely

• Anyone in an area where the MLS or broker bans altered images.
• Listings where the key selling point is the true condition of the space.
• Teams with no time to label and keep originals. Hire a staging service that does it, or stage physically.
• Anyone tempted to hide a defect.

How I'd approach this

I would put a dedicated staging service or real staging first, a better-timed shoot second, and a general AI editor last. Whatever you pick, I would write the one-page rule before the first edit: what is tier 2, who writes the label, where the originals live, and who signs off. That page matters more than the tool.

If you do want to try general image editing for other agency work, see Higgsfield's current plans and keep it away from structure and views. Blur Studio can build the repeatable workflow, approval step and original-photo library around the tools you choose. For wider real estate tools, see best AI tools for real estate agents and brokerages.