Build an AI Customer Support Agent - Shopify (No Code, Self-Hosted)
In this video, I walk through how I built a fully automated AI Customer Support Email Agent using n8n, OpenAI, Ollama, Shopify, Gmail, and Supabase to handle customer support emails end-to-end — safely and securely.
This AI agent automatically:
✅ Monitors incoming customer emails in Gmail
✅ Understands customer intent using OpenAI & Ollama (local LLMs)
✅ Pulls order and customer data from Shopify
✅ Retrieves historical tickets and context from Supabase
✅ Generates accurate, human-like responses
✅ Sends replies automatically or escalates when needed
✅ Runs 24/7 with zero manual intervention
🧠 Tech Stack Used:
n8n – Secure workflow orchestration & automation logic
OpenAI – Language understanding & response generation
Ollama – Local LLM inference for privacy-first processing
Shopify – Order, customer, and fulfillment data
Gmail API – Reading and sending customer emails
Supabase – Encrypted ticket history, embeddings, and long-term memory
🔐 PII Safety & Data Privacy (IMPORTANT)
This AI Customer Support Email Agent is designed with PII protection and data security as a top priority.
🔒 Local LLM Processing with Ollama
Sensitive customer data can be processed locally, ensuring information never leaves your infrastructure.
🔒 Controlled OpenAI Usage
Only sanitized, minimal context is sent to OpenAI when needed — no unnecessary PII exposure.
🔒 n8n Secure Workflows
Full control over what data flows between steps, with masking, redaction, and human-approval gates.
🔒 Supabase Security
Row-level security (RLS), encrypted storage, and scoped access to all customer records.
🔒 No Training or Leakage
Customer data is never used to train public models and never shared outside the workflow.
🔒 Human Escalation
Billing, legal, or high-risk emails are automatically escalated to a human agent.
This architecture is suitable for GDPR-aware, privacy-first, and enterprise-ready AI deployments.
🔗 Resources & Platform Links
🧩 Platforms Used
Supabase (Database, Vector Storage, RLS):
👉 https://supabase.com
Shopify Developer Store (Test orders, customers, APIs):
👉 https://shopify.dev
n8n (Workflow Automation):
👉 https://n8n.io
Ollama (Local LLMs):
👉 https://ollama.com
OpenAI (LLM APIs):
👉 https://platform.openai.com
📂 Google Drive Resources (Templates & Files)
📁 Supabase Query (Supabase SQL Editor)
👉https://docs.google.com/document/d/1t...
📁 Prompts (System + Response Templates)
👉 https://docs.google.com/document/d/1B...
📁 n8n Workflow JSON (Import-Ready)
👉 https://docs.google.com/document/d/1u...
📁 HTML Email Template (Support Replies)
👉 https://docs.google.com/document/d/1y...
⚠️ Make a copy before editing. These templates are designed for PII-safe production use.
🚀 What You’ll Learn:
How to build a PII-safe AI customer support email agent
When to use OpenAI vs Ollama for sensitive data
How to securely connect Shopify → AI → Gmail
How to store AI memory safely in Supabase
How businesses reduce support costs without risking customer trust
👍 Like, Subscribe & Comment if you want:
A step-by-step build video
A plug-and-play n8n template
Or this system custom-built for your business