CDP and personalization vendor Evergage has expanded its machine learning powers with Contextual Bandit, an algorithm that considers response value as well as probability when picking the best offer for each individual. The company also added a Data Science Workbench that provides a data analysis toolkit and direct access to the detailed data in Evergage’s unified customer profiles.

Still doubt that AI adds value? You’re such a skeptic. CDP vendor and AI-powered personalization system Blueshift analyzed 3.8 billion marketing interactions and found that AI can drive 7x higher customer engagement, 3x more revenue, and other good things. It’s science.

Just over one-third of marketers plan to either buy a new CDP (21%) or replace an existing one (13%) this year, according to this Optimove survey. Unfortunately, it doesn’t report how many have a CDP already in place, which would put the other values in perspective. It does seem that CDPs are a relatively low priority: they rank sixth on the list of new systems and eighth on the list of systems to replace.