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Case study · AI automation

WhatsApp lead-bot demo

A business with a WhatsApp Business number gets enquiries all day. Someone still has to read each one, work out what is being asked and reply with a quotation.

At a glance
StackA WhatsApp Business API webhook, an evaluation set of real-shaped enquiries checked before every change, and a usage log a manager can read.
TimelineA demo build, not a client deployment.
The problem

A business with a WhatsApp Business number gets enquiries all day. Someone still has to read each one, work out what is being asked and reply with a quotation.

What we built

A demo bot that reads an incoming WhatsApp message, matches it against a price list, drafts a quotation and hands it to a person to approve before anything is sent — no message leaves the business without a human checking it first.

Screenshot / recording placeholder — supplied by the owner
Result

What it does today.

A working demo, shown on request. Placeholder below for the screenshots and a short screen recording.