This page first makes the judgment clear, then explains when it applies, how to start, and where human professional responsibility is still required.
Problems usually happen at the handoff
Sales knows why the customer came, pre-sales knows how the solution should be built, and delivery knows what can actually be implemented; but this information is often scattered across chats, meetings, documents and personal to-do lists. Every step gets done, yet the next step still has to ask everything all over again.
What a single context must at least leave behind
- Customer background, needs, key people and current stage.
- The confirmed scope, price, timeline, resources and external commitments.
- Materials still missing or contradictory, and who is responsible for confirming them.
- Next actions, deadlines, input materials and completion evidence.
The boundary between Agents and people
Gather materials, extract facts, fill gaps with follow-up questions, prepare meetings and draft proposals, coordinate schedules, remind on to-dos, write back records.
Judge whether a customer is worth investing in, decide pricing and resources, confirm delivery scope, handle risk exceptions, and make professional conclusions and external commitments.
Start from one timeline, not a one-time system rebuild
You can start by choosing one segment—"client inquiry to first proposal," "pre-sales to contract handover," or "delivery acceptance to payment"—and record the existing materials and confirmation points. Once it runs smoothly, then decide whether it's worth connecting more systems and roles.
How to judge whether it truly improves work
Don't just look at how many times the Agent was invoked. More meaningful evidence is: whether one fewer question was asked during handover, whether key facts are easier to verify, whether omissions surface earlier, and whether the owner can make decisions faster.