About the istitute

We are a collective of automotive professionals and technologists. According to recent NADA Data, the average dealership's advertising expense consistently exceeds $640 per new vehicle retailed. Our goal is to help our peers combat these rising costs by navigating the AI transition with data-backed frameworks—focusing on operational mechanics and genuine ROI, not marketing hype.

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Data Governance & Privacy Standards

Our data handling and peer review methodologies are continually evaluated to align with the global privacy standards outlined by the International Association of Privacy Professionals (IAPP).

Evaluation Methodology
1
Data Aggregation

Gathering baseline operational metrics.

2
Sandbox Testing

Running AI solutions in isolated environments.

3
ROI Modeling

Projecting financial impacts.

4
Peer Review

Validating results with industry operators.

Q. Who can benefit from these reviews?

The reviews are intended for dealership owners, marketing managers, digital transformation teams, sales directors, live commerce operators, and anyone responsible for improving automotive marketing performance through technology adoption.

Dealership leaders, marketers, sales teams, and operational decision-makers can benefit from these reviews.