From Messy GTM Data to AI-Ready Operations

What happens when a company is ready to scale AI — but its GTM data and operating logic aren't? In this synthetic Marketing Operations case study, I audit 3,000 contacts, uncover the risks hiding beneath the database, and design a governed path from fragmented revenue systems to safe, scalable AI-assisted execution.