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An AI support assistant should never receive unrestricted database access.
For an Intercom Fin order-status integration, I built the first backend connector: a read-only endpoint that checks order ownership in the customer context, guards connector access, and returns a clear overall status and cancellation flag.
That is the foundation for a useful support answer. The later live Fin response and broader artwork, proof, production, and shipping context are separate work, so I am not presenting those as delivered.
When I integrate AI into an existing product, I start with the data boundary and the exact question the assistant needs to answer.
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Healthcare AI Agent – Reschedule Appointments by Voice
AI Healthcare Assistant — Turn On Sound for the Best Experience.
Movexa AI Assistant helps physiotherapy clinics reschedule patient appointments in seconds, by text or by voice, without leaving the dashboard.
THE PROBLEM
Rescheduling a single session in a busy clinic means checking the therapist's calendar, finding a free slot, updating the booking and remembering to notify the patient. Front desk staff and therapists repeat this many times a day across different tools, and missed reminders lead to no-shows.
THE SOLUTION – THE FLOW
Ask – Open the AI search (⌘K) or tap the mic and say: "Reschedule Tezah's session tomorrow to 4 PM and remind her."
Understand – Voice mode transcribes live and shows exactly what the AI understood.
Check – Movexa checks the therapist's calendar and finds that 4:00 PM is free.
Confirm – The AI never acts silently. It shows a clear action card (patient, old time, new time, therapist, reminder) to confirm, edit or cancel.
Done – The appointment moves, the patient gets an SMS + app reminder, and the change is logged with one-tap Undo.
THE RESULT
A task that took several clicks and calls now takes one sentence, while the clinic team stays in full control of every action.
Created an AI WhatsApp Assistant for a food industry startup which will allow customers to place menu inquiries, make complaints and place orders all in one place to a restaurant just through WhatsApp.
🚀 Is Your Customer Support Team Spending Too Much Time on Repetitive Tasks?
Customer enquiries, delayed responses, manual ticket handling, and disconnected systems can slow down business operations.
I build AI Business Assistant solutions using n8n, AI Agents, and API integrations.
Here's what the solution can automate:
✅ Customer enquiry classification and response drafting
✅ Priority-based routing and escalation
✅ Ticket creation and tracking
✅ CRM updates and team notifications
✅ Human-in-the-loop approvals for complex cases
✅ Integration with existing business tools
The goal: Faster response handling, less repetitive work, and better operational visibility.
I've built working AI assistant and customer support automation demonstrations and am available for custom implementation and subcontracting projects.
Are you a business owner, operations manager, or automation agency looking to automate customer support?
📩 DM me with your requirements. I'll share a relevant workflow demo and discuss a fixed-price implementation.
#n8n #AIAgents #CustomerSupportAutomation #BusinessAutomation #AIIntegration
For the human-in-the-loop approvals on complex cases, what decides when a ticket gets escalated: a confidence score from the classification step, or rules like keywords and customer tier? That threshold is usually where these n8n flows either save time or create review noise.