Context-Aware Document Processing from Google Drive to Pinecone
This n8n workflow automates the extraction, processing, and storage of document content from Google Drive into Pinecone using context-based chunking. It enhances retrieval accuracy for RAG setups by ensuring each chunk retains meaningful context.
The workflow begins by retrieving a document from Google Drive, extracting its text, and splitting it into contextually meaningful chunks. Each chunk is processed to generate contextual metadata using OpenRouter and Google Gemini, creating enriched embeddings. These embeddings are then stored in Pinecone, optimizing them for retrieval-augmented generation (RAG) applications. This setup is ideal for semantic search, AI-powered knowledge management, and intelligent document retrieval.
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How to import this workflow into n8n
- 1Purchase or download the workflow to get the n8n workflow JSON file.
- 2In your n8n instance, open Workflows and choose "Import from File" (or paste the JSON with Ctrl+V on the canvas).
- 3Open each node marked with a credential warning and connect your own accounts and API keys.
- 4Run the workflow once manually to verify the data flow, then toggle it to Active.
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