Why we gave AI Sales a shared memory, not just more features

It's tempting to build each AI feature — outreach drafting, forecast commentary, coaching insights — as its own island, each reading whatever data it needs directly. It ships faster, but it means no feature actually knows what the others have seen.

AI Sales instead routes every call, email, and deal update through one shared memory: an event timeline that every AI feature reads from and writes to. A coaching insight about a deal going stale can factor in the outreach sequence already sent to it; a forecast comment can reference an activity pattern a rep hasn't noticed yet.

That shared layer is also what makes a conversational assistant possible at all — it can only answer questions grounded in your actual pipeline because there's one consistent history to ground them in, not four modules with four different views of the same deal.