Summary:
- AI is only as good as the data it gets to work its magic, which means inputs determine the quality of outputs.
- Cox Automotive’s data ecosystem connects first-party data across wholesale and retail activity to ensure produce trusted results.
- When data is connected and validated with external sources, AI can shift from shaping insights to improving dealership workflows and efficiency.
AI isn’t what separates stronger outcomes from weaker ones. The data behind it is. Speaking at an exclusive client event, Derek Hansen framed it simply: if the inputs aren’t clean, connected, and validated across the market, the outputs won’t be either.
In his presentation, he outlines why vAuto’s approach to data is foundational to how AI moves from shaping insights to shifting workflows across the dealership.
“If you think about how AI works, it’s only as good as the data it gets to work its magic.” – Derek Hansen, SVP, Dealer, Lender, and Inventory Management Solutions at Cox Automotive
Better AI starts with better data. Here are three reasons this matters.
Not all data is created equal, and not all AI works the same way. Here’s what separates the inputs that drive better outcomes from the ones that don’t.
Reason 1: Better AI starts with curated inputs
Cox Automotive applies a consistent approach to combining first- and third-party data. The insights from these sources provide timely, relevant, and most importantly, trusted outputs that power key decisions for your business. No more guesswork. No second-guessing. AI depends on that foundation. When inputs are structured and brought together deliberately, and the datasets reflects what is happening in the market, your team can move forward with confidence.
Reason 2: The ecosystem connects the full wholesale-to-retail picture
Customer activity, vehicles moving through wholesale and retail markets, and the associated pricing and transaction data are brought together to support reliable results.
When those pieces are brought together, AI isn’t working from isolated signals. It’s working from a complete view of how the market is moving.
Reason 3: Validation strengthens confidence in what AI produces
Cox Automotive’s ecosystem doesn’t stop at internal data. Cox Automotive connects consumer, vehicle, and market intelligence to deliver insights competitors can’t replace. Our unique perspectives, powered by data-driven insights, combine rigorous data analysis, stakeholder feedback, and human judgement to ensure high-fidelity results.
By connecting to the full breadth and depth of these sources, our validation process helps ensure outputs stay grounded in the broader market, not just a single dataset or perspective.
What it means for you
Used Car Managers: Better inputs and connected data support outputs you can act on with confidence, grounded in curated data and a complete view of the market.
Dealer Principals and GMs: As AI moves from shaping insights to shifting workflows, the impact shows up in how efficiently your dealership operates and performs overall.
Inventory Analysts: Connectivity across touchpoints, combined with validation from outside sources, supports outputs you can stand behind when alignment matters.
New Car Directors: The value comes from seeing activity connected across the market, not relying on isolated signals or snapshots.
Watch how this all comes together in the exclusive Access Innovation video from Derek Hansen.













