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Maor KertsmanMaor Kertsman
Concept demonstrationSales teams

AI lead warming over WhatsApp

An assistant qualifies a new lead on WhatsApp, then hands over to a person.

Concept: a guided WhatsApp conversation in which an assistant qualifies a new lead, understands a voice note, writes the answers to the CRM and hands over to an agent.

Illustrative demonstration with fictional data

The idea

Sales teams often receive more inquiries than they can call back quickly, and the first hours matter. This concept explores how an assistant could keep a conversation moving, in the business's tone, until a person is available, without pretending to be that person.

The design question

Leads that wait go cold. But an automated conversation that doesn't know when to stop does more harm than good. The question is how to warm a lead honestly: collect what the team needs, be useful to the customer, and step aside at the right moment.

Components

Guided conversation
The assistant asks a few qualifying questions in the client's tone and understands both text and voice messages, writing structured answers to the CRM.
Personalised landing page
A page assembled from the lead's answers, showing the relevant details, so the customer sees something specific to them rather than a generic brochure.
Follow-up and stop rules
Scheduled nudges when the lead goes quiet, with explicit rules for when to stop: the lead asks, a limit is reached, or the conversation isn't progressing.
Human handoff
At the agreed moment the conversation and a summary are passed to a named salesperson, who continues with the qualification already done.

Status

This is a proposed capability, shown as a demonstration with fictional data. Its parts build on assistant work I have done, including intent handling, structured extraction and CRM access through tools, but the flow as a whole has not been delivered to a client.

Design goals

  • Design goal: every lead gets a first response and a clear next step
  • Design goal: a person joins with the context already collected
  • Design goal: the assistant stops when the lead asks or the rules say so

Tools

WhatsApp Business Platform, Fireberry, LLM-based assistant, Webhooks and custom APIs

Tell me where the work gets stuck.