- Category:
Web Development, AI Solutions
- Technologies:
React
NextJs
OpenAI
LangchainJS
Paymob Integration - Service:
Web Development
AI Solutions - Client:
Eunice Mills
- Date:
May 12, 2025
Clinicflow AI Chatbot
Clinicflow AI is a specialized AI agent that helps medical clinics handle patient communication at scale. It connects to a clinic’s WhatsApp number to answer questions, guide patients, and streamline appointment workflows.
The agent understands clinic policies, services, working hours, pricing ranges, and doctor availability through a structured knowledge base. When needed, it can seamlessly pass the conversation to a human.
Challenge
- Clinics were overwhelmed by repetitive inquiries on WhatsApp (working hours, services, directions, pricing, insurance, etc.).
- Manual appointment scheduling/rescheduling led to delays and missed opportunities.
- Teams needed a safe way to let AI help without losing control over sensitive conversations.
Solution
We built a secure, clinic-ready AI layer on top of WhatsApp using Next.js and LangChain, powered by OpenAI. Admins connect their WhatsApp number, define the clinic knowledge base, and the agent handles conversations automatically.
- WhatsApp integration using the Meta Cloud API and verified webhooks
- Knowledge base ingestion for services, hours, pricing, FAQs, and policies
- Appointment scheduling, rescheduling, and cancellation workflows
- Human-in-the-loop handoff for complex or sensitive requests
- Subscription and billing via Paymob
Key Features
- WhatsApp-native patient conversations with natural language understanding
- Smart routing: self-serve answers when confident, escalate to human when not
- Appointment booking flows with guardrails and confirmation steps
- Admin dashboard to manage knowledge, availability, and response quality
- Multi-clinic support and role-based access
Results
- Faster responses on WhatsApp with consistent, 24/7 coverage
- Lower front-desk load by automating repetitive inquiries
- Fewer scheduling errors and clearer patient expectations
- A controllable AI experience that clinics can trust and adapt
Tech Stack
React, Next.js, OpenAI, LangChainJS, Meta WhatsApp Cloud API, Webhooks, Paymob