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9/18/2026
You Can't AI Your Way Out of Bad Data: Mike Morgan at NCM Clients & Friends
Launch Labs CRO Mike Morgan presented at the NCM Clients & Friends Digital Success Workshop with Ryan Rohrman of Rohrman Automotive Group, on what has to be true about a dealership's data before AI can return anything useful.
Most dealerships are moving faster on AI than they are on the data underneath it.
Launch Labs CRO Mike Morgan presented at the NCM Clients & Friends Digital Success Workshop in Kansas City, joined by Ryan Rohrman, CEO of Rohrman Automotive Group, for a session called The Problem Behind Every Broken AI Promise.
They covered data foundations, identity, activation, and where AI actually belongs in the order. Here are the three ideas worth taking back to your team.
The order you build the data stack in decides what you get out of it
Most dealers buy the stack from the top down. AI, chat, attribution, and a CDP all get added first, on a base nobody's audited.
Mike's point was that value gets created at the top of the stack but it's decided at the bottom. Clean, unified data sits underneath identity. Identity sits underneath signal and intent, which sits underneath activation. AI is the last layer, not the first.
Build it in that order and each layer makes the one above it cheaper and sharper. Build it backwards and you're paying for horsepower you can't use.
"Bad data" usually means something more specific than dealers expect
The phrase sounds like it means records that are obviously wrong. In practice it's usually a record that looks fine.
The name's right, the phone number's right, the vehicle's right, and the email field holds a placeholder somebody typed in years ago. If email is the channel your campaign runs on, that record is unusable no matter how accurate the rest of it is. Same story with a household that has several vehicles attached to a single contact, where there's no way to reach the other drivers individually.
Nothing in those records is false. They just can't be acted on, and that's the only test that matters.
Data hygiene is a habit, not a cleanup project
A database you clean once doesn't stay clean. Records degrade continuously, and most of that happens through ordinary activity at the service drive and the sales desk rather than through anything unusual.
Ryan described treating cleansing, enrichment, and enhancement as a monthly process instead of a one-time effort, and running it only on the records that are actively being used rather than the whole database. That scoping is what keeps the cost reasonable, and it's why the work stays sustainable.
It's the least glamorous item on anybody's technology roadmap, and usually the one with the clearest return.
A first step that costs nothing
Mike's closing challenge was to go find out what share of your DMS and CRM is actually accurate. That percentage is what every dollar and every tool you own has to work with.
Thanks to NCM Associates for having us.
