Upper Funnel

The early stages of the purchase journey: awareness, discovery, and consideration. Upper-funnel channels, like YouTube, CTV, Meta prospecting, and OOH, build brand equity and future demand but are difficult to attribute using click-based models. MMM is essential for quantifying their true revenue contribution over time.