1. Inventory how AI touched the asset
“Made with AI” can describe very different work. An outline drafted from approved facts, a corrected caption file, a virtually furnished room, a photo animated into realistic motion, and a synthetic voiceover do not create the same property impression. List each use before deciding what must be reviewed or disclosed.
| AI use | Primary review question | Evidence to retain |
|---|---|---|
| Outline, script, caption, or translation assistance | Does every property fact and implied claim have an approved source? | Approved listing facts, final text, reviewer |
| Lighting, color, sharpening, or object cleanup | Did the edit change condition, finishes, views, fixtures, or another material detail? | Original and final image at full resolution |
| Virtual staging or design visualization | Can a viewer distinguish the real property from the proposed or imagined treatment? | Original image, altered image, instructions, label |
| Photo-to-video motion | Does any generated frame invent geometry, materials, objects, views, or room connections? | Source photo, final clip, frame-review notes |
| Synthetic narration, music, or sound | Does the audio imply a real person, event, ambience, or property fact that is not true? | Script, voice source, music terms, final mix |
| Generated neighborhood, view, people, or lifestyle scene | Could it be mistaken for the property, its setting, a real person, or a real event? | Generation record, intended use, prominent context |
Production assistance is not permission to skip factual review. Likewise, the presence or absence of a platform AI label does not decide whether the underlying property advertising is accurate.
2. Separate three questions that are often collapsed
Is the property representation true?
Review the complete impression created by visuals, motion, audio, text, sequence, and omissions. The Federal Trade Commission says advertising must be truthful and non-deceptive, and evaluates express and implied claims in context. Its advertising guidance for small businesses is a useful federal starting point, not a substitute for real-estate-specific advice.
For REALTORS®, Article 12 of the 2026 NAR Code of Ethics requires honesty and a true picture in real-estate communications, advertising, and marketing. The responsible professional should also apply current licensing, brokerage, fair-housing, and local advertising obligations.
Is a disclosure required, and what must it say?
There is no single nationwide phrase that resolves every AI-assisted listing asset. The answer can depend on the jurisdiction, media type, degree of alteration, placement, MLS, brokerage, and platform. Record the current source and reviewer instead of copying a label from another agent's post.
Does the destination impose its own label or upload step?
A platform setting is a separate control. For example, YouTube currently requires creators to disclose meaningfully altered or synthetic content when it appears realistic, including realistic alterations of a real place or scenes that did not occur. The official YouTube altered-content guidance also distinguishes minor production assistance from realistic, meaningful alteration. Check it again at upload time because platform rules and interfaces change.
3. Classify the media by what a viewer could believe
A simple risk screen helps route the work without pretending to issue a legal conclusion. When an answer is uncertain, pause the placement and involve the broker, MLS support, platform documentation, or qualified counsel responsible for the decision.
| Review level | Typical situation | Minimum workflow |
|---|---|---|
| Text assistance | AI helped organize approved facts or correct captions | Fact-check every line; document source and human approval |
| Minor media processing | Technical correction that is intended not to change the property | Compare original and final; check whether the actual result stayed minor |
| Realistic alteration | Staging, object changes, generated motion, or altered views of a real property | Frame-level review, original-source access, disclosure and destination check |
| Substituted reality | Generated property, location, event, person, view, condition, or relationship presented as real | Do not publish as property evidence; change the creative or obtain qualified review |
A beautiful result can still be the wrong result. Pay special attention to walls, windows, doors, fixtures, flooring, counters, appliances, landscaping, neighboring property, view lines, scale, transitions between rooms, and anything a buyer could interpret as current condition or included property.
4. Keep one alteration and source register
Property and listing ID: [address / internal identifier]
Asset: [filename / URL / orientation / version]
Original source: [owner / photographer / capture date / source filename]
Rights: [approved inputs / organic / paid / MLS / web / edit rights]
AI-assisted step: [script / edit / staging / motion / voice / music / other]
What changed: [plain-language description of the actual result]
Could a property fact be inferred? [yes / no / uncertain, with reason]
Original available at: [controlled file / public link when required]
Disclosure decision: [placement / wording / location / rule source / date]
Destination review: [MLS / site / social / YouTube / email / paid]
Approvers: [seller / agent / broker / compliance / legal when needed]
Lifecycle owner: [person / next review date / takedown condition]
Keep the original source and the final published artifact, not only an editing-project link. If a provider supplies a generated clip, ask what source it used, what rights attach to the output, and whether the system can preserve or reproduce the reviewed version.
5. Review the complete experience at every destination
| Destination | Inspect | Record |
|---|---|---|
| MLS media, remarks, or tour field | Exact field rules, media type, branding, links, labels, and original-image requirements | Current official rule or written support answer and reviewer |
| Agent or brokerage property page | Label placement, original source access, player, nearby copy, forms, and current facts | Page owner, version, publication date, update trigger |
| Social feed or short-form video | Platform AI setting, burned-in context, caption, crop, audio, and share preview | Post URL, platform setting, final processed playback |
| YouTube | Altered-content selection, title, thumbnail, description, captions, and music status | Upload setting, source link, current property destination |
| Email, CRM, or presentation | Thumbnail, surrounding claim, linked destination, audience permission, and stale-content risk | Send version, destination owner, campaign window |
| Paid advertising | Ad-specific policy, audience, rights, landing page, disclosure persistence, and claim support | Approved ad version, policy source, dates, and responsible reviewer |
Review the processed post after publication. Platforms can crop the frame, hide description text, replace a cover, separate media from its caption, or route a share to a different experience. The final viewer impression—not the editor timeline—is the ad.
6. Write disclosure language that describes the actual change
Use plain language and place it where a viewer will encounter it with the media. Avoid a vague “enhanced” label when the actual work was virtual staging or generated motion. Avoid promising that a label makes an asset “compliant.” The examples below are drafting prompts, not universal or legally sufficient language.
Virtual staging draft: Virtually staged image. View the original image at [direct destination].
Photo-to-video draft: AI-assisted motion created from original listing photographs. Confirm current property details at [current listing destination].
Design concept draft: Concept visualization; the depicted treatment is not the property's current condition. Original: [direct destination].
Synthetic narration draft: Property narration uses a synthetic voice and was reviewed against the current approved listing facts.
Placement note: [exact wording / on-media or adjacent location / platform setting / original-source link]
Do not use the disclosure to smuggle in a contradiction: “virtually staged” does not excuse removing a permanent defect and “concept” does not make a generated neighborhood view an accurate image of the listing. Change or remove misleading media first.
7. Use California's current image law as a scope lesson
Rules are not interchangeable across locations or media. One concrete example is California AB 723, effective January 1, 2026. Its official chaptered bill text addresses certain digitally altered images used by real-estate brokers or salespersons, or people acting on their behalf, to promote real property. The statute defines covered alteration, requires a reasonably conspicuous statement on or adjacent to the image, and requires access to an unaltered version in the advertisement or through a public URL or QR code, subject to the text's scope and exceptions.
That example does not establish the rule for every state, every person, or every video. It shows why a workflow must identify the jurisdiction, actor, asset type, kind of change, exact advertising use, wording, placement, and original-source requirement. Use the current official text and qualified California guidance for a California decision. This page is a media-review framework, not legal advice.
8. Run the final AI property-media preflight
- Every AI-assisted step and vendor is recorded in the asset register.
- The original photos, footage, facts, script, and final export are available to the reviewer.
- Every generated frame was compared with the source for architecture, finishes, fixtures, views, scale, condition, and room relationships.
- Narration, captions, labels, music, ambience, people, and surrounding copy create no unsupported express or implied property claim.
- The current law, brokerage policy, MLS rule, and platform instruction were checked for the exact asset and placement.
- Disclosure wording, prominence, original-source access, and platform settings were approved by the responsible party.
- The final processed post, player, thumbnail, share preview, page, and link were tested while signed out and on mobile.
- The listing has an owner and trigger for price, status, condition, event, destination, or disclosure updates.
Westby creates a photo-derived video preview from listing media, including AI-assisted motion. The responsible agent should review the generated scenes against the property sources and complete the destination-specific workflow above before using any preview as advertising. For the production steps, use the real estate video from photos guide.
Common questions
Does every use of AI in real estate marketing require a disclosure?
There is no universal yes-or-no rule for every tool and placement. A writing aid, minor media processing, realistic property alteration, platform label, MLS requirement, and state-law disclosure can be treated differently. Identify the actual change and check the current rules for the jurisdiction and destination.
Can a disclosure fix a misleading AI listing image or video?
Do not rely on a label to repair a false overall impression. Remove or change media that invents or conceals a material property fact. Then decide what additional context, disclosure, source access, and approval the accurate asset needs.
Should an AI-animated listing video be called a virtual tour?
A photo-derived video is a linear presentation, not an interactive 3D tour or continuous filmed walkthrough. Describe the format accurately. The video vs. virtual tour guide separates the viewer jobs and source-media limits.
Who should approve AI-assisted property marketing?
Assign the people responsible for the listing and placement. Depending on the workflow, that can include the seller, listing agent, broker, marketing or compliance lead, MLS support, platform owner, and qualified legal counsel. Keep the decision and date with the exact published version.