The AI Agent That Runs Our Own Client Operations on WhatsApp
250% faster client response
Higher client satisfaction
Live task ledger per client
24/7 conversation monitoring
Human approval on every send
The Challenge
Client work happens in WhatsApp. Requests arrive between meetings, commitments get made in passing, and follow-ups depend on someone remembering to write them down. Response time becomes a function of when a human next scrolls back through the thread — and nothing connects a conversation to the task it created, the deadline it set, or the invoice it implied.
We had this problem ourselves. Rather than solve it with process discipline, we built the system we would build for a client, and ran our own business on it.
What We Built
An AI agent that sits on the company's own WhatsApp line and runs client operations end to end. It monitors every client conversation continuously, understands what was actually asked, takes action on it, and maintains a live task ledger for each client — while routing anything client-facing or financial to a human for approval before it goes out.
Client conversations ingested into client record and tasks
Platform Capabilities
Continuous Conversation Monitoring
Every client group and direct thread is ingested and folded into a per-client record — decisions, commitments, dates, commercial terms, shared files. Nothing depends on someone taking notes after the fact.
Automatic Action on Requests
A request in chat becomes the work itself. The agent drafts the reply, the proposal, the quote, the invoice or the calendar hold, and runs the research — so the gap between 'client asked' and 'something exists' collapses to minutes.
Live Task Ledger per Client
Commitments, owners and due dates are extracted from the conversation and tracked against each client. Open items resurface as they age and escalate as they go overdue, so nothing quietly goes cold.
Live client task ledger with human approval gate
Per-Client Memory
A running dossier per client, updated after every interaction. The agent enters each thread already knowing the history — what was agreed, what was quoted, what is outstanding.
Proactive Briefings and Chase Cycles
Scheduled morning briefings, deadline watch, invoice and proposal chases, and client status updates run on their own cadence — surfacing what needs attention instead of waiting to be asked.
Connected to the Business Systems
Wired into accounting, email, CRM, calendar and document storage, so action taken in a chat thread lands in the systems of record rather than staying stuck in the chat.
Human Approval on Anything That Matters
Nothing client-facing, financial or public is sent without explicit sign-off. The agent prepares and stages; a human decides.
The Results
250% improvement in client response time — requests are actioned from the conversation itself, not from a backlog someone has to reconstruct.
Client satisfaction and support metrics improved across the board, with follow-ups landing on time instead of depending on recall.
Every client has a current, live task list without anyone maintaining one by hand — and the same system now underpins how we deliver for clients.
Technologies Used
Claude · Evolution API · Supabase / PostgreSQL · n8n · Python
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