Who manages customer data? It’s marketing at about one-third of the companies polled by DataIQ for the UK Royal Mail. Two-thirds cited a central data organization or IT. (Multiple answers were allowed so at some companies it’s both, and/or other groups including CRM and customer service.) Rather shockingly, one-third (32.7%) had no formal data quality process and 16.3% don’t validate internal data at all. Lots of other interesting data, including estimates of how much bad data harms the bottom line.

Then again, how reliable are consumer surveys to begin with? Let’s take a quick poll: raise you hand if you’re eager to spend more time reading food labels in the grocery store. Not many hands out there, I suspect. Yet a survey for SmartLabel found more than 70% of people would like more details than package labels now provide. No prizes for guessing what SmartLabel does.

Twilio is adding ‘contextual awareness’ to its Segment CDP, which in plainer English means data stored in Segment will be available when creating event-triggered, real-time messages. This and a redesigned journey architecture are part of Twilio’s “next generation” customer engagement platform, which also includes natural voice AI agents, voice and text analytics, and RCS and WhatsApp messaging. Twilio separately announced a multi-year partnership with Microsoft to speed the adoption of conversational AI for customer engagement.