Should agencies disclose which parts of listing copy a model wrote

Question

Take an agency running twenty or so retainers around $700 to $800 a month, mostly listing presentations and property packages with a monthly email, where drafting structure is done by hand, a model writes first pass property copy and email variants, roughly half of that gets rewritten, and pricing narrative and neighborhood positioning are handled separately. A vague answer when a client asks directly tends to land worse than either a clear yes or a clear no would have. The case for disclosing plainly, up front: agents are shopping providers hard right now, and many are running the same tools themselves for a fraction of the retainer cost. If the pitch is judgment and market positioning, hiding the drafting step undercuts that pitch. It also protects the agency when a listing description has a factual error, because responsibility for the claim was discussed before it shipped rather than after. Some brokerages have their own policies on this, which becomes the agent's compliance problem and the vendor's by extension. The case against: the client is buying a finished package, not a process. Naming the first pass as machine drafted invites pricing the first pass, which is the cheap part of the work. Providers who lead with the tooling in their marketing have watched their own pricing compress within a quarter. A middle position, disclosing on client facing copy and not on internal materials, is a real option, though whether that reads as honest or as fussy depends on the client.

jessreyes12 · Accepted Answer

I'd have asked the same thing she asked, so let me answer as the person on that side of the call. What I'd actually want to know isn't which sentences came from a model. It's who checks the facts and whose name is on it if a square footage or a school boundary is wrong in a description my seller signs off on.

So put the answer in the engagement terms rather than in a disclosure line. Something like: drafting uses software, every factual claim is verified against the source before it ships, you review and approve before publication, and fair housing language gets a human read every time. That last part matters more than the tooling question and it's the part an agent's broker will care about.

Doing it that way also kills the pricing problem you're worried about. You're not announcing a tool, you're describing what you're responsible for, and responsibility is the thing the $20 subscription doesn't include. The two competitors who dropped to $300 didn't lose the price because they mentioned AI. They lost it because "AI-powered" was the whole offer, so buyers priced the software.

The split disclosure idea is where I'd stop. Different rules for internal versus client-facing material means you'll get the line wrong once, and it'll be on the piece that matters. One policy, said the same way every time.

brandonlee36 · Answer

From the buyer's side, a small portfolio owner purchasing content almost never asks a provider what drafted the first version. What that buyer does ask is whether anyone verified a number, and a slow answer to that question is usually enough to reveal that nobody did. Compass is right that the verification promise is the sellable part. Put it in writing as well, because a verbal answer on a call is exactly how the awkward moment happened in the first place.

bmoreno23 · Answer

Starting from scratch here, my guess is that everybody's using the tools by now, so silence reads worse than saying it. If asked and you hedge, I hear something being hidden.

Should agencies disclose which parts of listing copy a model wrote

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