You may find yourself wishing you had more data to help you understand the value of your leads. In a perfect world, every new column would be filled out consistently, giving you richer, more precise insights. But the reality? Between chasing follow-ups and keeping existing scoring systems updated, asking sales to fill out multiple new fields just isn’t realistic. The good news: you may not need more fields. The data you need could already be sitting in your CRM, just waiting

Predictive models are powerful tools for making smarter marketing decisions, but as with any model, the details matter. One common consideration is whether to include source as a variable. At first glance, it makes sense since different audiences generate different types of leads. But when predictive values are used not just for reporting, but for network optimization, including source as a variable can introduce risks that undermine campaign performance.

AI is powerful, but quite literally has a “mind” of its own. It will make decisions without consulting you, or even letting you know that...