I have built a prototype of an intelligent customer portfolio manager to help salespeople preserve the context and operational memory of each case. My goal is for them to resume each conversation knowing what the customer needs, what conditions they have set, and what remains pending, even as their workload increases.

The prototype proposes updates from new information, shows the sources, and lets users review them before saving. I want that portfolio growth to remain compatible with personal, attentive service.

The prototype helps preserve and update context to serve the customer; it does not yet manage communication directly. Preventing volume from degrading service is the goal, not yet a demonstrated result.

We detected a problem in the next-action proposal: it replaced “Clarify offer A's conditions” with waiting for the invoice and the customer's response, even though the new information had not resolved that clarification.

Time savings have not been measured.