Written for people who own the retention number
Retention problems start upstream of where they show up
Each one takes a number an executive is held to and traces it back to the stage of post-sales that produced it. I ran these organizations for fifteen years. The loss usually started months before anyone wrote it down.
The dangerous assumption isn't that your data is dirty. It's that everything the agent needs to know exists in the data at all.
AI agents do not know your customers. They know the version of them your systems can see. Before automating retention and expansion decisions, post-sales leaders need to know whether that context is complete, current, and trustworthy enough to act on.