“We’re Buying Deeper!” How AI-Powered Sourcing Is Solving Used Car Acquisition (+ Scaling Secrets) | Sam Hatch, General Manager at JRR Motor Sales
Car Dealership Guy Podcast
Car Dealership Guy Podcast May 5, 2026
“We’re Buying Deeper!” How AI-Powered Sourcing Is Solving Used Car Acquisition (+ Scaling Secrets) | Sam Hatch, General Manager at JRR Motor Sales

“We’re Buying Deeper!” How AI-Powered Sourcing Is Solving Used Car Acquisition (+ Scaling Secrets) | Sam Hatch, General Manager at JRR Motor Sales

Annotations will appear as you listen

0:00
39:04
“We’re Buying Deeper!” How AI-Powered Sourcing Is Solving Used Car Acquisition (+ Scaling Secrets) | Sam Hatch, General Manager at JRR Motor Sales
Company

Vauto

Vauto is a dealer software tool. It helps dealers find and price used cars, and the speaker is saying it doesn’t fully automate their pricing math the way they want.

Concept

cost to market

“Cost to market” means figuring out whether the price you pay for a used car still makes sense compared to what similar cars sell for. If there’s not enough room for profit, you don’t buy it.

Concept

recon

“Recon” is dealer shorthand for reconditioning—work done to bring a used car up to retail-ready condition. It can include mechanical repairs, detailing, and cosmetic fixes, and it affects the true cost of acquiring the vehicle.

Concept

transit

“Transit” here means the shipping/transport cost to get the car from where you bought it to where you keep it or sell it.

Company

JRR Motor Sales

JRR Motor Sales is the used-car dealership where Sam Hatch works. They’re talking about how their buying process and logistics help them get enough cars to sell.

Concept

boots on the ground strategy

This means having real people doing the work of finding and checking cars. The idea is that software helps, but humans still do key sourcing tasks.

Concept

AI automation

AI automation means using computer intelligence to do some of the dealer’s work automatically. In this episode, it’s used to help find and price enough used cars.

Concept

credit pull

A credit pull is when someone checks your credit history to see if you qualify for a car loan. The speaker is saying their old store wouldn’t proceed unless they could check and verify credit.

Concept

deal split

“Deal split” is a way dealerships break up how a car deal is handled and paid out. In this story, it matters because they couldn’t move forward with another customer if they couldn’t get the credit check done.

Concept

mailers

“Mailers” are ads sent through the mail to get people to come in and shop for a car. The speaker is talking about what those ads were like and what customers thought they’d get.

Concept

money Carlo

“Money Carlo” is the name of a car-ad promotion the speaker is talking about. They imply it was kind of a gimmick that people still reacted to.

Concept

triple sevens

“Triple sevens” sounds like a catchy name for a promotion used in car ads. The speaker is saying people thought they were getting something valuable when they saw it.

Concept

exit acquisitioning

This phrase sounds like a business plan where a dealership is thinking ahead about how it will eventually “cash out.” So they try to buy and sell cars in a way that sets them up for a better outcome later.

Topic

traveling salesperson

This is a salesperson who travels to different places instead of staying in one dealership. They help find and sell cars by working with people in multiple areas.

Concept

integrity (sales ethics)

Here, “integrity” means doing the right thing when selling a car—being honest and treating the customer fairly. It’s about making sure the customer has a good experience, not just closing the sale.

Concept

pre-purchase inspection (PPI)

A pre-purchase inspection is when someone checks the car (usually before you buy) to look for problems. This helps you avoid surprises.

Concept

dealer add-ons

Sometimes dealerships make extra money by adding extras to the deal—like add-on products or services—so the customer pays more than just for the car.

Concept

refinance

Refinancing is when you swap your current car loan for a new one, often to change the payment or interest rate.

Company

podium

Podium is a company that makes software for car dealers. They use AI to handle phone calls and help schedule appointments so dealers can respond faster and convert more leads.

Term

AI agents

AI agents are “do-the-work” computer programs. Instead of just chatting, they can take actions like handling parts of sales or service processes.

Term

voice AI

Voice AI is AI that can understand what someone says out loud and respond automatically. For dealers, it can help answer calls, schedule appointments, and send calls to the right person.

Topic

unit sales

Unit sales just means how many cars a dealer sold. It’s a common way dealers measure how well they’re doing over a day or week.

Concept

subprime

“Subprime” means the customer’s credit isn’t great. That usually makes car loans harder to get and more expensive, so dealers have to adjust how they buy and sell cars.

Brand

Hyundai

Hyundai is a car brand. The speaker is saying they worked at a Hyundai dealership, which is relevant to how they learned the used-car business.

Concept

franchise

A franchise dealership is a car store that sells one brand’s cars under a formal agreement. The speaker is talking about dealership structure and how those stores operate.

Concept

general manager

A general manager is the person running the dealership. They make sure the different departments work together to hit sales goals and keep the business operating.

Concept

sales manager

A sales manager runs the dealership’s sales team. Their job is to help the team sell cars and meet targets.

Concept

buying cars

“Buying cars” means finding and purchasing used vehicles to sell at the dealership. If you buy the right cars at the right price, it’s easier to sell them and make money.

Concept

controller

In dealership operations, a controller is a finance-focused role that handles accounting and financial controls. The controller often oversees things like inventory-related accounting, reporting, and ensuring the numbers stay accurate.

Concept

60 month leases

A 60-month lease is basically a 5-year rental contract for a car. When lots of cars are leased and then returned after that time, it changes what used cars dealers can find and buy.

Company

Dan Cummins

The speaker mentions Dan Cummins as someone they’d work with for buying cars in very large quantities. It’s a specific person or operation, not a general car term.

Concept

independent used car operation

This means a used-car business that operates on its own (not as part of a big brand dealership group). They still have to find and buy cars, but the structure is more independent.

Concept

wholesaler

A wholesaler is like a bulk buyer. They buy cars in large numbers and then sell them to dealerships instead of selling to regular customers.

Concept

used car acquisition

Used car acquisition just means how a dealership finds and buys the used cars it will later sell. The hard part is getting enough cars consistently without overpaying.

Concept

wholesale fleet

A wholesale fleet means the group of used cars a wholesaler has available to sell to other dealers. They’re talking about where those cars come from and how they manage the supply.

Concept

auto auction

An auto auction is like a big marketplace where used cars are sold. Dealers use it to buy cars in larger quantities and often for lower prices than retail.

Company

Mannheim

They’re talking about Mannheim as a place where used cars are bought and sold. It’s part of the auction network dealers use to find inventory.

Concept

trades

A “trade” is when someone turns in their current car as part of buying a different one. Dealers then resell those trade-in cars later.

Concept

wholesale copy

“Wholesale copy” here means the typical wholesale price they pay for a vehicle (their average per-unit cost). It’s used to describe their sourcing strategy and margin expectations rather than retail pricing.

Concept

private party acquisition

This means buying used cars directly from regular people, not from dealerships or auction lanes. It can help you find cars that aren’t showing up in the usual places.

Company

viato

Viato is a software system the dealership uses to help decide what cars to buy and how to price them. It uses data to guide their decisions instead of relying only on gut feel.

Term

market day supply

“Market day supply” is a way to measure how many days it would take to sell the cars that are currently available in the market. It helps the dealer decide whether prices should be higher or lower.

Term

list

Here, “list” means the price the dealer posts for the car. It’s the starting asking price before any bargaining.

Company

Facebook Marketplace

Facebook Marketplace is where people post cars for sale. The dealership uses it as a place to find inventory.

Term

SEO

SEO means making your listings easier to find on Google or other search engines. If you do it well, more people searching for cars will see your inventory.

Term

spreadsheet

A spreadsheet is a table where you can plug in numbers and rules. The host is using it to estimate which car deals will still make enough money after other costs.

Concept

profit threshold

A “profit threshold” is the lowest amount of profit you’re willing to accept. If a car can’t meet that minimum, it doesn’t make the cut.

Company

Carvana

Carvana is a big used-car company that sells cars online. Here, they’re being used as an example of a company using AI to automate parts of the buying process.

Term

agentic

“Agentic” AI means the software can do tasks for you, not just talk. It can follow steps to complete a goal, like running sourcing searches and saving the results.

Term

ChatGPT

ChatGPT is an AI chatbot. Here, they’re asking whether the assistant being built is based on ChatGPT.

Term

OpenAI

OpenAI is a company that makes AI tools like ChatGPT. The question here is what AI platform the creator is using for their assistant.

Term

sensitive data

Sensitive data is information that shouldn’t be shared or exposed. The speaker is saying the system is careful about what kind of private information it allows you to use.

Term

repeat script

A repeat script is basically an automation that repeats a task. Here it’s being used to make the process of gathering and organizing vehicle data easier.

Term

MMR

MMR is a pricing guide for used cars. It helps dealers estimate what a car is worth by looking at recent sales, so they can decide if a deal is good.

Term

CR

CR here sounds like a number the dealer plugs into their deal math. It helps them estimate how much money they can spend and still make the numbers work.

Concept

AI-powered sourcing

AI-powered sourcing means using computer tools to help a dealer find and evaluate used cars faster. Instead of doing everything by hand, the system helps with pricing and decision-making.

Company

StockWave

StockWave is software that helps car dealers manage inventory and listings. The host is saying their tool can use data from platforms like this.

Concept

web scraping

Web scraping means using software to automatically copy information from a website. Dealers use it to collect lots of car listing data quickly, but websites may block or limit it.

Concept

API restrictions

An API is a set of rules that lets one app talk to another app or website. API restrictions are limits on how much or how fast you’re allowed to pull data.

Concept

refreshing restrictions

Refreshing restrictions are rules that limit how often you can update or re-check information on a website. That can make it harder to keep up with new car listings.

Concept

chat (AI) for data-finding

They’re using an AI chat tool to help them figure out what to search for and how to search better. The goal is to find car listing information faster and with fewer dead ends.

Concept

appraisal tool

An appraisal tool estimates what a car is worth. The host uses it to decide which cars are close enough to their target price to make an offer.

Concept

inventory tracking

Inventory tracking means keeping records of each car from “we bought it” to “we sold it.” They’re also tracking how much money they made on each one.

Term

DMS

DMS means “dealer management system.” It’s the computer system a car dealership uses to organize inventory and manage sales paperwork. They’re saying they use different systems depending on whether they’re doing retail or wholesale.

Company

dealer track

Dealertrack (spelled “dealer track” in the transcript) is a dealership software tool. They’re saying they use it for their whole operation. It helps them manage the business side of buying and selling cars.

Company

Cox

Cox is a company they rely on for dealership software/tools. The point is that it helps them manage or source inventory efficiently. They’re saying they use it for basically all of their operations.

Company

Fraser

Fraser is another company/tool they use for sourcing and running part of their dealership operation. They’re saying it’s much easier to use and works better for their day-to-day needs. The “night and day” comment means the workflow is smoother.

Company

Zurich

Zurich is the company sponsoring the episode. They’re talking about insurance and dealer support services that help car dealers manage risk and run their finance/insurance side of the business. It’s an ad for dealer-focused coverage and tools.

Term

F and I processes

“F&I” means finance and insurance. It’s the part of the dealership where they arrange financing and sell add-ons like warranties or insurance. The sponsor is saying they help dealers run that side more effectively.

Concept

wholesale business

Wholesale means selling cars to other car dealers instead of regular buyers. It’s usually a different pricing and profit game than selling retail to the public.

Concept

retail

Retail means selling the car to regular customers (not other dealers). The price and profit can be different than selling the same car wholesale.

Concept

market relevancy

Market relevancy means your cars fit what local buyers want. If your inventory matches demand, you can sell faster and usually make better money.

Concept

clean title

A clean title means the car’s paperwork doesn’t show serious problems like being totaled or rebuilt. Buyers ask about it because it affects price and whether the car can be financed or resold easily.

Concept

sourcing these cars

Here, “sourcing” means tracking down used cars the dealership wants to buy. It’s about finding the right vehicles, not just any cars that show up.

Concept

transparency

“Transparency” here refers to having clear, timely visibility into the sourcing pipeline—like knowing what inventory is available, where it is, and what the pricing/condition looks like. In used-car buying, better transparency reduces surprises and helps dealers move faster.

Concept

multi-purposed (salesperson → buyer)

They’re describing a staffing strategy where a strong salesperson is moved into buying too. The goal is to get more value from that person for the whole business.

Concept

wholesaling

Wholesaling is when a dealer buys cars and then sells them to other dealers or resellers instead of selling directly to the public. It’s a different sales channel than retail.

Concept

BDC

BDC is a dealership’s lead-generation team. They help bring in potential buyers and follow up so sales can happen.

Concept

paid for organic

They’re talking about changing how they get attention online—less just paying for ads, more getting cars seen naturally through how the platform shares content.

Concept

Facebook campaigning stuff

This is about running targeted ads on Facebook to get more people to see the cars and contact the dealership.

Concept

wholesale operators

A wholesale operator is someone who buys cars in larger quantities and sells them to other dealers. They usually have different buying channels than a typical retail dealership.

Concept

velocity

Here, “velocity” means how fast a dealership can turn cars over—buy them, sell them, and get paid. Faster turnover can help the business make money sooner.

Concept

OEMs

OEM means the original car maker—the company that builds the vehicles. The point here is that dealerships can sometimes move faster than the manufacturer’s typical pace.

Concept

independent dealer

An independent dealer is a dealership that isn’t tied to a specific brand franchise agreement. The idea is that they may have more freedom in how they buy and sell cars.

Concept

profit strategy

A profit strategy is how a dealership decides how it will make money on each sale. Some stores aim for bigger profit per car, while others sell more cars with smaller margins.

Concept

buying center

A “buying center” is the dealership’s used-car sourcing team. It’s the group that finds cars to buy, helps negotiate them, and brings inventory into the store so the dealership can resell it.

Concept

online market

The “online market” means finding used cars through websites and online listings instead of only through local, face-to-face connections. The host is saying they want to start using those online sources next.

Topic

brick and mortar

“Brick and mortar” just means a physical, in-person business location. The host is saying they’re starting from a traditional dealership setup and then adding online-style improvements.

Term

OEM name badge

“OEM” means the original car maker. The “OEM name badge” is the official brand signage a dealership uses for that automaker.

0:00
39:04