AI-Powered Facebook Messenger Agent with n8n
Tools:
n8n, Google Gemini (LLM), Facebook Graph API, Webhooks
Focus:
Customer support, AI chatbots, real-time engagement
Problem:
Businesses often miss opportunities by relying on manual responses to Facebook messages. Delays, especially outside working hours, lead to poor customer experiences.
Solution:
I created an AI Agent in n8n to automate Messenger responses:
-Triggered by webhook when a new message arrives.
-Applies conditional logic to categorize inquiries.
-Searches a knowledge base stored in a .docx file.
-Uses Google Gemini (LLM) with memory support for contextual replies.
-Sends responses back through the Facebook Graph API.
Outcome:
This project demonstrates how AI agents can deliver 24/7 customer support with consistent, accurate responses. It highlights my ability to integrate LLMs, APIs, and business logic into scalable customer engagement workflows.
Project Gallery

End-to-end AI Agent workflow in n8n.

Messenger messages trigger the automation via Webhook.

Sample conversation flow processed by the AI Agent

End-to-end AI Agent workflow in n8n.