it’s not built into a system. “One CMO spent $2M on AI tools and their conversion rates went DOWN. Why? • Their product usage data lived in 7 different systems • Their CRM had 40% duplicate records • Their attribution mod was broken Garbage in, garbage out. Except now it’s garbage at the speed of light.”
CRM data is incomplete, outdated, or inaccurate (Gartner) • 30% of CRM data becomes obsolete each year (SiriusDecisions) • Organizations that maintain clean CRM data see 66% higher revenue growth(Forrester) • Only 40% (of companies) reach high adoption
to sale? Steps What is each step in the journey worth? Values At what rate do leads move down the funnel? Conv. Rates How long does it take for a lead to become a sale? Time 01 02 03 04