How can the reporting help an agency retain clients?

It gives the agency a reason to return with something concrete after the initial build. The partner can review visible progress, discuss the business topics AI systems are researching, look at new customer questions, and decide what knowledge should be improved next. That creates an ongoing service conversation rather than waiting for the client to ask what happened months later.