Leadership wants proof that campaigns create demand, not only collect conversions. You can buy an incrementality product or build geo tests yourself. In my experience there is no off-the-shelf software that runs an MMM or an incrementality test for you. Every test is an analysis project. Open-source tools like Meta's GeoLift and Google's Meridian (and GeoX), plus an AI assistant, can streamline the DIY path. You still need to chat with your data.

Key moments

What this video covers

This video answers a buy-vs-build question for geo and incrementality testing. It does not walk through designing a holdout. For that, start with the incrementality testing framework for DTC brands, then the companion Watch on geo incrementality testing. When you need the comparison design, see matched market vs synthetic control. For a quick size check, use the geo-test calculator. If you want the work run with you, see incrementality testing for DTC brands.

Read the related guide: Incrementality Testing Framework for DTC Brands

Geo Incrementality Testing: Can This Channel Prove It Created Sales?