Turn Your CMA Into a Story the Seller Will Follow
Sellers follow a story about their house much better than a stack of comps. AI can help you tell it without touching your number.
Where sellers tune out
You set the CMA on the kitchen table and start walking through it. By the third comp the seller is nodding in the wrong places. By the fifth they're flipping ahead, looking for the one sale on the street that closed way above everything else.
The pricing work is fine. A list of addresses and prices just doesn't give a seller anything to hold on to, so they wait for the only number they came for, which is theirs.
The story is short
Most pricing conversations come down to a handful of things. The 2 or 3 sales that really match the house. The gap between your range and the number the seller has in mind. The high sale nearby that they've already heard about. What happens if you list at each price.
You already know all of it. Turning it into plain sentences the night before the appointment is the part AI is good at.
The prompt
Paste this into ChatGPT or Claude with your comps, your adjustments and your range. Tell it up front that the price is yours to set, or it'll try to help with that too.
The prompt
I'm meeting a seller to go over pricing. I've done the CMA. Your job is to help me explain it, not to change my number. My recommended list range: [range] The price the seller is hoping for: [number] Comps and my adjustments: [paste] Write talking points: - The 2 or 3 comps that matter most and why, in plain language - The gap between their number and mine, without making them feel dumb - The high sale they'll probably bring up, and why it isn't a fair match - What happens if we list at my range vs. theirs, with no promises Short points I can glance at, not a script.
What good output looks like
It should read like notes you'd jot on a legal pad before you knock. Something like this:
Example (illustrative)
Lead with these three Maple Ridge, 3 bed, closed 6 weeks ago at $548K. Same floor plan, same street. This is the one that matters most. Cedar Court, closed at $541K. Slightly smaller, no pool. Adjusted, it lands around $555K for your home. Birch Lane, closed at $562K, but fully remodeled. Your kitchen is original, so it's a ceiling for your price. Their number ($599K) vs. the range ($549K to $565K) "I get where $599 comes from. The Summit Drive sale at $605K is what everyone sees." Summit is 400 square feet bigger and backs to the golf course. Buyers pay for both. If we list at $599K Likely sits past the first two weeks, when most showings happen. Then we're chasing it down. At $559K we're priced against what's actually closing.
Look at what it does with Summit Drive. It gives the seller the reason buyers paid more for that house, the extra 400 square feet and the golf course lot, and lets them do the math on their own place. People believe a conclusion more when they get there themselves.
Check it before you walk in
Read every line against your CMA. AI will sometimes drift your range toward the seller's number or give a comp a detail it doesn't have, like a pool that isn't there. Watch for anything that sounds like a promise, too. "You'll get multiple offers" is the kind of line you'll regret saying out loud.
It also only knows what you paste. It's never been inside the house, so the read on condition is still yours. If you expect real pushback on price, practice that part out loud first.
What it won't do
A clear pricing conversation helps you win the listing in front of you. It does nothing for the seller you helped eight years ago, who's starting to think about moving and hasn't heard from you since closing. Keeping in touch with each of them, in your voice, is what I build.