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Follow-ups without the follow-up work

Manual follow-ups cut by 80% with a WhatsApp assistant.

Sector
Real Estate Team
Scope
WhatsApp lead assistant
Stack
LangChain / WhatsApp / HubSpot
Timeline
4 weeks

Manual follow-ups

100% to 20%Reported by the client after handoff. No public artifact yet.

Problem

Leads arrived from portals and ads faster than agents could reply. Most first replies went out hours late and half the nurture messages never went out at all.

Approach

A LangChain assistant on WhatsApp answers within seconds, asks the qualifying questions, logs everything to the CRM and hands warm leads to an agent with the full transcript.

Outcome

Manual follow-ups dropped by 80%. Agents now step in only when a lead is ready to view.

Reported by the client after handoff. No public artifact yet.

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