Gmail customer support auto-responder with Ollama LLM and Pinecone RAG
Gmail Customer Support Auto-Responder with Ollama LLM and Pinecone RAG Built by Setidure Technologies Automate intelligent, friendly replies to customer queries using AI, vector search, and Gmail — all without human effort. --- Overview This is a ready-to-deploy smart customer support automation template for businesses that want to reply to emails instantly and accurately with the warmth of a human agent. It uses Gmail, LangChain agents, Ollama-hosted LLMs, and Pinecone vector search to craft
At a glance
Gmail customer support auto-responder with Ollama LLM and Pinecone RAG is a ready-made n8n workflow you import as a workflow JSON file — no build required. It connects Gmail, Slack, Notion. It's free to download. Follow the 5-step import below to go live in minutes.
- Platform
- n8n
- Connects
- Gmail, Slack, Notion
- Modules
- 10
- Price
- Free
- Version
- v1.0

About this workflow
Gmail Customer Support Auto-Responder with Ollama LLM and Pinecone RAG Built by Setidure Technologies Automate intelligent, friendly replies to customer queries using AI, vector search, and Gmail — all without human effort. --- Overview This is a ready-to-deploy smart customer support automation template for businesses that want to reply to emails instantly and accurately with the warmth of a human agent. It uses Gmail, LangChain agents, Ollama-hosted LLMs, and Pinecone vector search to craft contextual, brand-aligned replies at scale. > Note: This template uses community nodes and requires a self-hosted n8n instance. --- What the Workflow Does 1. Triggers on Incoming Emails - Uses Gmail Trigger node to listen for new messages - Activates every minute to ensure fast responses 2. Classifies Email Intent - A LangChain Text Classifier detects whether the email is a Customer Support query - Non-relevant emails are skipped 3. Generates AI Response - An AI Agent powered by Ollama generates the email reply - Follows a predefined tone: "Mr. Aashit Sharma from Setidure Technologies" - Written in a warm, human tone with natural phrasing 4. Retrieves FAQ-Based Knowledge - Connects to Pinecone vector database for real-time FAQ retrieval - Enhances responses with specific, accurate product or policy information 5. Labels Email in Gmail - Automatically tags emails with labels like Handled or Auto-Replied for easy tracking 6. Sends Email Reply - Sends the generated response back to the customer - Includes personal sign-off and clean formatting --- Tech Stack Used - Gmail Trigger & Send Nodes - LangChain AI Agent & Classifier - Ollama LLMs (e.g., phi4, llama3) - Pinecone Vector Store - Custom Prompts for Brand Persona - Local Embeddings using Ollama --- Key Features - Fully automated — no human action needed - Local LLMs ensure data privacy - Real-time answers powered by vector search - Brand-personality aligned tone - Organized inbox with Gmail labels --- Best For - Startups scaling support with limited staff - SaaS companies or e-commerce businesses - Privacy-conscious enterprises using local LLMs - Teams building branded auto-communication workflows --- Customization Tips - Modify AI prompt to reflect your brand's voice and tone - Expand classifier for more email categories - Replace Gmail output with Slack, Notion, or your CRM - Update Pinecone FAQ index to match evolving support content ---
How to import this n8n workflow
- 1
Download the workflow JSON file after purchase.
- 2
Open n8n → click the menu → Import from File.
- 3
Select the downloaded JSON and import.
- 4
Set up credentials for each node that requires them.
- 5
Click Execute Workflow to test, then activate.
Setup guide
Setup guide included
Purchase to unlock the full step-by-step guide
Related N8n workflows
eWay-CRM | Automatically create journals from new Slack channel (private) posts
Automate hotel price comparison with multi-platform scraping and email reporting
Create a knowledge base chatbot with OpenAI and Notion for website embedding
Send new Snatchbot messages as Slack messages
Scrape & summarize Product Hunt feedback with BrowserAct & Gemini AI
Automated Yellow Pages Lead Generation with BrowserAct
Generate AI videos from text or images with Veo 3 API and VietVid.com
AI-powered product research & SEO content automation
Reviews
No reviews yet
Be the first to buy and share your experience.
Leave a review
Sign in to share your experience with this workflow.
Create a free account to purchase workflows.
- JSON blueprint — instant download
- Setup guide PDF included
- 5 downloads · valid 30 days
- Works with n8n
Need help setting this up?
Book a 3-hour live setup session with an Agility consultant.
- Configure live on Google Meet / Zoom
- Free follow-up if workflow has defects
- Platform expert assigned to you