Automate Stock Q&A with AI and Your Documents
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Unlock instant answers to your stock-related questions by automating a Q&A system. This workflow leverages AI to process your documents and provide accurate, on-demand responses.
About This Workflow
This n8n workflow revolutionizes how you interact with stock information. It begins by ingesting your private stock-related documents (like PDFs) from Google Drive, chunking them into manageable pieces, and indexing them into a Qdrant vector database using OpenAI embeddings. This creates a powerful knowledge base. When a question is posed via a webhook, the workflow queries this database, retrieves the most relevant information, and uses an OpenAI language model to generate a concise, accurate answer. The response is then sent back via webhook, enabling seamless integration with your existing tools.
Key Features
- Document Ingestion: Automatically pull and process PDF documents from Google Drive.
- Intelligent Chunking: Splits large documents into optimized segments for AI processing.
- Vector Database Integration: Utilizes Qdrant for efficient storage and retrieval of vectorized document data.
- AI-Powered Q&A: Leverages OpenAI's advanced language models to understand and answer complex queries.
- Webhook Integration: Enables easy integration with other applications and services for triggering and receiving answers.
How To Use
- Set up Google Drive and Qdrant Credentials: Ensure your Google Drive and Qdrant API credentials are configured in n8n.
- Configure Google Drive Node: Specify the
fileIdof the PDF document you want to index. - Set up Qdrant Collection: Define the name of your Qdrant collection (e.g., 'crowd' or dynamically based on input).
- Configure OpenAI Embeddings: Connect your OpenAI API key for generating document embeddings.
- Set up Webhook Trigger: Configure the
Webhook1node to receive incoming questions. - Connect Retrieval QA Chain: This node takes the webhook input and uses the Qdrant vector store to find relevant information.
- Configure OpenAI Chat Model: Ensure your OpenAI API key is set for generating the final answer.
- Respond to Webhook: The
Respond to Webhooknode sends the AI-generated answer back to the requester.
Apps Used
Workflow JSON
{
"id": "5c0f0939-4814-4073-be72-bb44bbaa7c72",
"name": "Automate Stock Q&A with AI and Your Documents",
"nodes": 18,
"category": "Marketing",
"status": "active",
"version": "1.0.0"
}Note: This is a sample preview. The full workflow JSON contains node configurations, credentials placeholders, and execution logic.
Get This Workflow
ID: 5c0f0939-4814...
About the Author
SaaS_Connector
Integration Guru
Connecting CRM, Notion, and Slack to automate your life.
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