Predictive Email Marketing: Propensity Models and Send-Time AI That Work in 2025
In 2025, B2B email teams are layering propensity-to-purchase models, churn prediction scores, and send-time optimisation algorithms on top of engagement history, CRM signals, and web behaviour data to drive open-rate lifts of 15 to 25 percent. Success hinges on clean, unified data pipelines, because even the best predictive features inside platforms like HubSpot, Salesforce, and Braze collapse when input quality falls short.





