“Your Data Is Dirty!” How Bad Data is Cannibalizing Your AI Strategy (+ How to Fix It) | Brian Abrams, VP of Data and AI at CDK Global
About this episode
Brian Abrams and the hosts dig into why fragmented dealership data can quietly drain profit and undermine AI efforts. The conversation moves from the rise of AI agents in car shopping to practical fixes like customer data platforms, identity resolution, and workflow-embedded predictive insights. CDK’s approach centers on cleaner native data, unified customer profiles, and using service-lane analytics to spot lost revenue, improve marketing efficiency, and guide better decisions across sales and service.
Rolls-Royce Phantom
"...th their outreach. Sales and BDC reps are chasing phantom leads, working stale records in service. The vehi..."
The Rolls-Royce Phantom is a very high-end luxury car, built mainly for comfort and a smooth ride. People who own it usually want top-level service and attention when they bring it in for maintenance. It may be mentioned in dealership discussions because it represents a premium customer type.
The Rolls-Royce Phantom is the brand’s flagship luxury sedan, known for its ultra-comfortable ride, high-end interior appointments, and long-distance focus. It often comes up in dealership and service conversations because owners typically expect white-glove care and because these cars can be expensive to maintain and repair. In a podcast about sales and lead follow-up, “Phantom leads” is likely being used as a reference point for high-end, high-expectation customers and vehicles.
gross profit
"They can see missed opportunities and segmentations that have that gross profitable gross profit number actually attached to it... if you do not engage with this customer you are going to lose 2000000 dollars of gross profit over the next five years."
Gross profit is the money left after the direct costs are paid. The hosts are using it to show how much dealerships can lose if they don’t follow up with customers.
Gross profit is revenue minus the direct costs of delivering the product or service (before operating expenses). The episode uses gross profit as a measurable way to quantify missed opportunities and the financial impact of not engaging customers.
warranty pay
"We know there's repairs that are happening. There's warranty pay. There's all sorts of things that are happening."
Warranty pay refers to the labor and parts reimbursement a dealership receives for repairs covered under a manufacturer warranty. In the service lane example, it’s one of the revenue streams that can be analyzed alongside customer history and repair activity.
service lane
"A really concrete example that is being used in the service lane is when it comes to discounting and goodwill with service advisors service managers service directors."
The service lane is the dealership’s service side—where customers bring cars in for repairs and maintenance. The hosts are saying the data/AI should help there too.
The “service lane” is the dealership’s service department workflow—everything from scheduling and advisor interactions to repair work and billing. The segment uses it to explain how AI/data can support decisions in service, not just sales.
customer retention
"Hey if I knock off 300 dollars off of this I'm going to be able to retain this customer for a lifetime which is worth 5000000 dollars potentially"
Customer retention means getting customers to come back again and again. Here, they’re saying discounts in service can be justified if they keep people loyal.
Customer retention is the ability to keep customers returning over time. The segment connects retention to service decisions (like goodwill discounts) and argues that with better data, dealers can estimate the long-term value of those actions.
goodwill
"then and there when we're talking about goodwill. If there's something going on. Hey if I knock off 300 dollars off of this I'm going to be able to retain this customer for a lifetime"
Goodwill here means the dealership gives a customer a break, like a discount, to keep them happy. The point is that it can be worth it if it keeps the customer coming back.
In dealership service, “goodwill” typically means discretionary concessions—like discounts or waiving part of a bill—to keep a customer satisfied. The segment frames goodwill as something that can be quantified against customer retention and lifetime value.
CDPs
"What's your number one piece of advice to dealers who are listening in and just trying to adopt all this change in AI and CDPs... Think about the data fragmentation and the quality."
A CDP is software that brings customer information together in one place. That helps AI and marketing teams target people more accurately.
CDPs (Customer Data Platforms) are systems that collect and unify customer data from many sources into a single profile. The segment frames CDPs as foundational for AI and personalization because they reduce fragmentation and improve data quality.
data fragmentation
"What's your piece of advice to dealers who are listening in and just trying to adopt all this change in AI and CDPs... Think about the data fragmentation and the quality."
It means your customer info is scattered in different software systems. If AI can’t see the full picture, it can’t make good recommendations.
Data fragmentation means a dealership’s customer and vehicle information is split across multiple systems that don’t share cleanly. That makes it harder for AI to build a complete view of each shopper, so predictions and recommendations become less accurate.
data hygiene
"So so worry about the data hygiene. Garbage garbage out garbage and garbage out and whoever is the title."
Data hygiene is just keeping your customer and service records clean and correct. If the data is messy, AI can’t give useful results.
Data hygiene is the practice of keeping data accurate, complete, and up to date. In the segment, the hosts argue that poor data hygiene makes AI tools ineffective because the AI is only as good as the information it’s trained on or fed.
ROI
"If a dealer's data is not clean and quality any AI tool that they use is going to be impacted and it's not going to provide good ROI"
ROI means “did it pay off?” It compares the benefit you get to the cost. The point is that bad data can make AI projects not worth the money.
ROI (return on investment) measures how much profit or value you get relative to what you spend. The segment argues that dirty data prevents AI tools from delivering good ROI for dealers.
garbage in, garbage out
"So so worry about the data hygiene. Garbage garbage out garbage and garbage out and whoever is the title. That's the title of the podcast right there Brian."
If you start with bad information, you’ll get bad results. The point here is that AI can’t fix messy dealership data.
“Garbage in, garbage out” is the idea that if your inputs (data) are wrong or low quality, the outputs (AI decisions, targeting, recommendations) will also be wrong. The episode uses it to emphasize that dirty dealership data undermines AI ROI.
CDK Global
"And with ours being native and built in it provides a real advantage and value to our products. Impressive stuff. Brian. Appreciate all the insights."
CDK Global is a software company used by dealerships. Here, they’re saying their system is built into dealership workflows, which can help AI and data projects work better.
CDK Global is the company discussed in the episode as providing a “native and built in” approach for its products. In this context, the host is positioning CDK Global’s platform as integrated across dealership workflows, which can affect how well data and AI initiatives work.
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