Content: 00687.zip (23.21 KB)
Uploaded: 22.12.2025

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$18.91
This automation delivers accurate, context-aware responses to user queries via a chat interface by leveraging a vector-based knowledge base. Built on a LangChain RAG agent with Supabase vector search, it retrieves relevant data from indexed PDFs, generates answers using OpenAI, and cites sources. Designed for support teams and developers integrating AI-driven knowledge systems into n8n workflows.

## Who it´s for
- Technical support specialists using chatbots for customer assistance
- Companies needing automated responses based on internal documentation
- Developers implementing RAG systems with n8n and LangChain
- Support teams managing large volumes of PDF documentation

## What the automation does
- Receives user queries through a chat interface
- Uses a LangChain RAG agent to search for relevant content in a Supabase vector database
- Generates natural-language responses via OpenAI while maintaining conversation context
- Extracts text from PDFs stored in Google Drive and indexes them into the knowledge base
- Applies Cohere Reranker to improve relevance scoring of retrieved chunks
- Ensures source citation in all generated answers

## What´s included
- Ready-to-use n8n workflow with full RAG logic
- Trigger handling for chat messages and manual document uploads
- Integrations with Google Drive, Supabase, OpenAI API, and Cohere API
- Basic written instructions for deployment and adaptation

## Requirements for setup
- n8n instance with external API access
- Google Drive account with read access to PDF files
- Supabase project with vector database enabled
- API keys for OpenAI and Cohere
- Familiarity with n8n and JSON configuration

## Benefits and outcomes
- Reduces time spent searching through technical documentation
- Improves response accuracy and consistency across support interactions
- Automatically updates knowledge base when new PDFs are added
- Maintains dialogue context for more natural conversations
- Source citations increase trust in AI-generated answers
- Scalable solution without manual FAQ creation

## Important: template only
Important: you are purchasing a ready-made automation workflow template only. Rollout into your infrastructure, connecting specific accounts and services, 1:1 setup help, custom adjustments for non-standard stacks and any consulting support are provided as a separate paid service at an individual rate. To discuss custom work or 1:1 help, contact via в чате.
chatbot with document access
PDF search in knowledge base
answers with source citation
Google Drive document processing
Supabase vector database
LangChain RAG agent
support automation with chatbot
PDF parsing and indexing
context-aware dialogue assistant
n8n chatbot workflow
technical documentation search
Google Drive Supabase integration
knowledge retrieval with OpenAI
chat interface for FAQ
knowledge base update from PDF
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