There were several random acquisitions yesterday, Dear Reader, but nothing that can’t wait to next week. So let’s give you some surveys to read over the weekend. We’ll start with this study from CDP vendor Evergage, which finds that 90% of marketers are seeing at least some lift from their personalization efforts, even though just 16% are very or extremely satisfied with their company’s efforts. Nor are they impressed with their peers: only 32% think marketers in general are getting personalization right.

Just-launched Brightback also fights churn, helping high-volume subscription businesses identify customers who are at risk of leaving and intervening with automated retention workflows. The system integrates with CRM, messaging, chat and support systems. Brightback has $11 million in funding.

Tealium has launched a suite of solutions aimed at powering AI models with rich, filtered and consented data. Tealium for AI uses existing Tealium features to support AI applications with specialized integrations, partnerships, configurations, and attributes.