The RevLab Blog.

Field notes on video, personalization, attribution, and the operating systems behind high-velocity dealer groups.

Why video outperforms email for dealership follow-up

A look at the response rates, time-to-close, and revenue lift teams see when they swap canned emails for personalized video.

Three patterns we see in the most successful programs — and the two that almost always backfire.

A field guide to wiring RevLab Video into CDK, DealerSocket, VinSolutions, HubSpot, and Salesforce — without the ETL pain.

A defensible payback framework you can drop into a board deck — with the formulas and assumptions we use with customers.

Why service is the most under-leveraged surface for personalized video — and a 4-step playbook to flip it.

A behind-the-scenes look at the model architecture and the guardrails that keep avatar video consistent and on-brand.