AB 723 and the New MLS AI Photo Rules: A 2026 Compliance Guide

Why 2026 Changed the Rules for AI Listing Photos

For most of the past decade, virtually staged listing photos lived in a patchwork of MLS rules and professional ethics guidance. Individual boards asked for a "Virtually Staged" watermark, NAR's Code of Ethics required honest advertising, and enforcement was inconsistent. Then generative AI collapsed the cost of photo alteration from $30 per image to pennies, and the volume of edited listing photos grew faster than the disclosure habits around them.

The scale of the gap became measurable in 2026. A Q1 2026 study by Coraly, reported by Real Estate News, analyzed roughly 40,000 primary listing photos on major portals and found that about 11% showed signs of digital alteration — and of those altered images, more than 90% carried no visible disclosure.

Roughly 11% of some 40,000 primary listing photos analyzed on major portals in Q1 2026 showed alteration — and over 90% of those altered images had no visible disclosure. — Coraly study, via Real Estate News, June 2026

California moved first. Assembly Bill 723, codified as Business & Professions Code §10140.8, took effect on January 1, 2026 and is the first state law written specifically for digitally altered real estate marketing images (Lewis Brisbois). It does not ban virtual staging or AI photo editing — it standardizes how those edits must be disclosed and makes non-disclosure a criminal matter rather than a board fine.

This guide is written for three audiences: agents and brokerages who publish listings, MLS and portal operators who host them, and developers who build photo-editing automation into real estate software. The rules are workable once you understand three questions: what counts as an altered image, what disclosure looks like in practice, and who is responsible when something goes wrong.

AB 723 at a Glance: What Is Covered and What Is Exempt

The statute draws its line at physical elements of the property. Software or AI edits that add, remove, or change physical features trigger the disclosure duty; routine photographic corrections do not (CRMLS AB 723 FAQ).

Edit type	Typical example	AB 723 status
Adding furniture or decor	Staging an empty living room with AI furniture	Covered — disclosure required
Removing furniture or objects	Emptying a furnished room, removing clutter	Covered — disclosure required
Changing appliances	Replacing dated kitchen appliances in the image	Covered — disclosure required
Altering flooring or wall finishes	Rendering new floors, paint, or tile	Covered — disclosure required
Changing landscaping	Adding lawn, plants, or removing dead vegetation	Covered — disclosure required
Altering facades or structures	Modifying exterior siding, roofing, additions	Covered — disclosure required
Modifying floor plans	Redrawing or reconfiguring layout images	Covered — disclosure required
Changing window views or neighbors	Swapping what is visible outside the property	Covered — disclosure required
Brightness, contrast, exposure	Routine lighting correction	Exempt
Cropping and straightening	Framing and lens correction	Exempt
Color correction	White balance, saturation adjustments	Exempt

Two practical notes on the boundary. First, the covered list is broad on purpose: it reaches item removal, furniture removal, and virtual renovation just as clearly as it reaches staging. Second, some popular edits sit near the line. A day-to-dusk conversion or sky replacement goes beyond routine lighting correction — it changes what the sky and ambient scene look like — so the conservative and widely recommended reading is to disclose those edits too. Plain image enhancement that only corrects exposure and color stays on the exempt side.

How AB 723 Works: Disclosure, Original Access, and Liability

The law imposes two affirmative obligations on anyone advertising a covered altered image, and it answers the liability question directly.

Obligation 1 — conspicuous disclosure on or next to the image. The disclosure must be "reasonably conspicuous" and appear on or immediately adjacent to the altered photo itself (Lewis Brisbois). A note buried in listing remarks, on its own, does not satisfy the statute — the viewer looking at the photo has to be able to see that it was altered.

Obligation 2 — access to the original, unaltered photo. Consumers must be able to view the original version of every altered image. The statute allows flexibility in delivery: the original can appear in the advertisement itself, on a website, or be reachable via a URL or QR code included with the listing (CRMLS). This is the operationally demanding half of the law — it means originals must be retained, organized, and linkable for the life of the listing.

Timing. The requirements apply to listings posted or re-activated on or after January 1, 2026. Older listings that come back on market fall under the rule the moment they are re-activated, so photo sets from 2025 and earlier are not grandfathered once relisted.

Liability. A willful violation is a misdemeanor under California law. Critically, responsibility sits with the listing agent and broker — not the vendor who made the edit (Lewis Brisbois). Hiring a photographer, a staging service, or an AI platform does not transfer the duty. If a third party alters an image and the listing goes out without disclosure, the agent of record carries the exposure. The practical consequence: agents need to know exactly which of their photos were edited and how, which makes edit records from vendors a compliance document rather than a nice-to-have.

What MLSs Require in Practice: CRMLS and SDMLS Implementations

Statutes set the floor; MLSs turn it into upload rules. The two most instructive implementations so far are California Regional MLS (CRMLS), the largest MLS in the United States, and San Diego MLS (SDMLS).

Requirement	CRMLS	SDMLS
Label on altered image	"Digitally altered" or "virtually staged" wording	Same — visible label on the image
Original photo	Placed directly before or after the altered image in the photo set	Same — paired ordering with the altered image
Basis	AB 723 / B&P §10140.8 guidance	AB 723 / B&P §10140.8 guidance

CRMLS guidance asks members to label altered photos with wording such as "digitally altered" or "virtually staged" and to position the original, unaltered photo directly before or after the altered version in the listing's photo carousel (CRMLS AB 723 FAQ). SDMLS published parallel requirements for its members (SDMLS).

The paired-ordering approach matters because it solves both statutory obligations in one motion: the label satisfies the on-image disclosure, and the adjacent original satisfies the access requirement without QR codes or external links. For an agent uploading a virtually staged photo set, the workflow is mechanical — upload the original, upload the staged version with its label immediately next to it, repeat.

If your MLS is outside California, check its current photo rules anyway. Many boards adopted virtual-staging watermark requirements years before AB 723, and several are reviewing their rules against the California model.

The NAR and Zillow Layer

Two national layers sit on top of state law and MLS rules, and both point in the same direction.

NAR Code of Ethics, Article 12. REALTORS are obligated to present a "true picture" in their advertising and marketing (NAR Code of Ethics). Virtual staging is permitted under the Code — the consistent interpretation is that altered marketing images are acceptable with clear disclosure, because an undisclosed alteration stops being a true picture. This obligation applies to NAR members everywhere in the United States, regardless of whether their state has an AB 723 equivalent. It is an ethics duty enforced through the association's complaint process, not a criminal statute, but for the roughly 1.5 million REALTORS it is the nationwide baseline.

Zillow's platform policy. Zillow allows virtually staged photos with clear disclosure, and its own product choices show where the industry standard is heading. Zillow Showcase's AI staging feature is buyer-initiated — the viewer chooses to see a staged version — every AI-staged image is labeled, and it is paired with the original photo (Zillow). In other words, the largest US portal built its native staging tool around the same three primitives AB 723 requires: alteration happens transparently, the label is visible, and the original is one tap away.

The convergence is the story here. California law, the biggest MLSs, the REALTOR ethics code, and the dominant portal have independently landed on the same formula: label the altered image, keep the original available. Whatever jurisdiction you operate in, building your workflow around that formula puts you ahead of nearly every rule currently on the books.

What Is Coming Next: NYC's Housefishing Proposal and Beyond

California is unlikely to stay alone for long.

In July 2026, New York City officials proposed rules targeting what they call "housefishing" — misleadingly AI-altered photos in rental listings — which would require AI-alteration disclosure on rental listing photos in the city (Fortune). Two things are worth being precise about: it is a proposal, not enacted law as of August 2026, and its scope is rentals — a segment AB 723's sale-listing focus largely leaves untouched. If adopted, it would be the first major rule extending AI photo disclosure into the rental market, where listing photos change hands between landlords, brokers, and platforms even more loosely than in sales.

Meanwhile, MLSs and portals outside California are actively debating whether to adopt AB 723-style standards voluntarily, including proposals for machine-readable alteration metadata at the photo level (Real Estate News). The Coraly numbers — 11% altered, 90%+ undisclosed — are the statistic driving that conversation.

No one can promise which state moves next. But the direction of travel is consistent: more surfaces requiring disclosure, more emphasis on paired originals, and growing interest in automating the disclosure rather than trusting each uploader to remember it.

Rules by Surface: A Compliance Matrix

Here is how the four rule layers compare as of August 2026.

Requirement	California (AB 723 + MLS rules)	NAR Code of Ethics	Zillow policy	NYC proposal (rentals)
Legal status	State law — willful violation is a misdemeanor	Ethics obligation for REALTOR members	Platform policy	Proposed rule, not enacted (July 2026)
Scope	Sale listings; AI/software edits to physical elements	All member advertising, nationwide	Photos published on Zillow	Rental listing photos in NYC
Disclosure format	Conspicuous notice on or next to the image	Clear disclosure ("true picture" standard)	Clear disclosure; Showcase AI staging is labeled	AI-alteration disclosure (details pending)
Original photo access	Required — via ad, website, URL, or QR code	Not specified	Showcase pairs staged image with original	Details pending
Who is responsible	Listing agent and broker, even for vendor edits	The REALTOR member	The listing account holder	Pending
Exemptions	Routine lighting, cropping, color correction	Judgment-based	Judgment-based	Pending

Compliance Checklist for Agents and Brokerages

A workable AB 723 routine takes about ten minutes per listing once it becomes habit.

1. Inventory every edit before you publish. For each photo in the set, know whether it was altered and how. If a vendor did the editing, ask for a written list of which images were changed and what was added or removed.
2. Keep every original. Store the unaltered photo for each edited image, named so it pairs unambiguously with its altered version. Originals must remain accessible for the life of the listing.
3. Label the altered image itself. Use wording your MLS recognizes — "virtually staged" or "digitally altered" — placed visibly on or immediately next to the photo. A remarks-only note does not satisfy §10140.8.
4. Order photos in pairs. Follow the CRMLS/SDMLS pattern: original directly before or after its altered version in the carousel. This satisfies the original-access requirement with zero extra infrastructure.
5. Add a remarks disclosure anyway. It does not replace the on-image label, but it reinforces transparency and matches long-standing MLS practice.
6. Provide a URL or QR fallback for off-MLS marketing. Flyers, social posts, and email campaigns that use altered images need their own path to the originals — a QR code or short link works.
7. Check re-activated listings. A listing relisted after January 1, 2026 is covered even if its photos were shot and edited in 2025. Audit the photo set before re-activation.
8. Put edit disclosure in vendor contracts. Since the listing agent carries the liability, require photographers and staging vendors to deliver originals plus a per-image edit record as a condition of payment.
9. Train the team and audit quarterly. Pull a sample of live listings, compare against the checklist, and fix gaps before a complaint does it for you.

None of this restricts what you can do creatively. Staging an empty room, removing a previous tenant's furniture, or showing a renovated version of a dated kitchen all remain fully permitted — labeled and paired.

Compliance Checklist for Platforms and Developers

The harder version of this problem belongs to the people building software: portals, brokerage back-offices, photography platforms, and anyone wiring AI editing into a listing pipeline through an API. At scale, compliance cannot depend on each uploader remembering a watermark — it has to be a property of the pipeline.

If you are building or buying photo automation, these are the capabilities that map directly onto the 2026 rules:

1. Return the original and edited image as a pair. Every edit response should carry both versions, so downstream systems can implement paired ordering without a separate retrieval step.
2. Emit an edit manifest. A machine-readable record of what changed — staging added, objects removed, surfaces altered — lets platforms decide programmatically whether an image is AB 723-covered or exempt, and gives agents the vendor edit record the liability rules make necessary.
3. Support an on-image disclosure label. An optional rendered label such as "Virtually Staged" satisfies the on-image notice requirement at the point of generation instead of in a later manual step.
4. Retain originals with stable references. URL and QR-code access requirements assume the original is durably hosted and addressable.
5. Expose disclosure fields to listing feeds. If your system syndicates to MLSs or portals, carry the altered/unaltered flag and label state through the feed rather than flattening it.
6. Make jurisdiction rules configurable. California requires one thing today; NYC rentals may require another next year. Hard-coding one rule set guarantees rework.

The Roomagen API implements this pattern as its compliance layer: every job response includes the original and edited image pair, an edit manifest describing the transformation, an optional on-image "Virtually Staged" label, and retained originals — so a platform integrating virtual staging, object removal, or day-to-dusk conversion inherits the disclosure primitives instead of rebuilding them.

An honest caveat is due here. No API output makes anyone compliant by itself — where the label appears in an MLS carousel, what the remarks say, and whether photos are correctly paired remain decisions made by the publishing platform and the listing agent, and "reasonably conspicuous" is a standard courts and regulators will interpret over time, not a pixel specification any vendor can guarantee. Roomagen is also a newer entrant in this space; its compliance outputs are one implementation of the pattern, not a certified legal standard, and established providers can and likely will ship similar features. Evaluate any vendor — Roomagen included — on whether its outputs actually plug into your disclosure workflow, not on the word "compliance" in its documentation.

The Bottom Line on AB 723 Compliance

AB 723 did not outlaw AI listing photos. It codified the transparency norm the industry's own standards — NAR's true-picture rule, Zillow's labeling, MLS watermark policies — had been circling for years, and it attached real consequences: a misdemeanor for willful non-disclosure, with the listing agent holding the liability regardless of who made the edit.

The compliance formula is short: know which photos were altered, label them on the image, keep the originals one step away, and repeat the routine on every listing posted or re-activated since January 1, 2026. For platform builders, the same formula becomes a pipeline requirement — paired outputs, edit manifests, and label support. The Coraly numbers show most of the market has not caught up yet, which means the agents and platforms who operationalize disclosure now are ahead of both the law and their competitors.

This article is for informational purposes only and is not legal advice; consult a licensed attorney or your MLS compliance department for guidance on your specific situation.

If you want to see what a disclosure-ready workflow looks like in practice, Roomagen gives every new account 6 free credits — enough to test virtual staging, item removal, and day-to-dusk conversion on your own photos, with your originals preserved at every step.