How to Run Your First Marketing Holdout Test
Attribution shows what preceded revenue; only a holdout test proves what caused it. The five-step, no-statistician framework for running your first one.
September 18, 2026Read more →
Marketing Attribution for Mid-Market Companies: What to Keep, Cut, or Test
Attribution is not a truth machine — it’s a decision-support tool. The honest model comparison, the four places every report lies, and the keep/cut/test framework that runs on tools you already own.
September 7, 2026Read more →
Why GA4, Your CRM, and Your Vendor Reports Never Agree
Three systems, three numbers, one store. Here’s which report to trust for which question — and how to tell a measurement artifact from an operational failure before you cut the wrong budget.
July 25, 2026Read more →
Automotive Marketing Attribution: From Click to Sold VIN
Trace a dealership sale from first click to sold VIN: the four measurement layers, how to connect CRM and DMS outcomes without letting definitions drift — and why attribution describes credit while only experiments prove cause.
July 17, 2026Read more →
Marketing Metrics That Predict Revenue (and the Vanity Metrics That Don’t)
The five numbers a CEO should watch to know if marketing will produce revenue next quarter — and the vanity metrics that describe activity but predict nothing.
June 12, 2026Read more →
Is AI Actually Paying Off? How to Measure AI’s Impact on Your Marketing
Three levels of AI marketing measurement — efficiency, quality, and business impact — plus the vanity metrics to skip and the monthly review that keeps it honest.
April 26, 2026Read more →