The exposure is supervisory, not technical
An office does not usually have an AI problem. It has a record-keeping problem that AI made larger. When a photo is altered by a vendor, delivered as a JPEG, and published by an agent who was never told what changed, nobody in that chain is being dishonest and the listing is still undisclosed.
A study of roughly 40,000 listing images in early 2026 found 10.8% digitally altered, and more than 90% of those carried no disclosure at all. That ratio is not explained by intent. It is explained by the fact that no step in the normal workflow produces a record.
What changes with a record
Every accepted edit here returns four things: the altered image, the unaltered original it came from, the disclosure wording for each surface it will be published to, and an audit record naming the transform and the model. An agent who has those has no remaining obstacle to disclosing. An agent who does not have them is relying on memory.
What we refuse
Some alterations are prohibited outright in one or more markets and are never made acceptable by a label: concealing a defect, changing paint or flooring, altering permanent fixtures, removing utility lines, changing the view through a window. Virtual renovation is marked restricted for that reason, with one carve-out — CRMLS permits it where the property will actually be improved to match at close, as part of the list price.
Outside that, disclosure does not cure it, and the tool will not perform it because a checkbox would imply it could be made acceptable.