Just wrapped up a simple automation for an architecture firm client struggling with slow, manual ...Just wrapped up a simple automation for an architecture firm client struggling with slow, manual ...
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Pavlo Demchenko
ā€¢ Nov 16
Just wrapped up a simple automation for an architecture firm client struggling with slow, manual document processingšŸ™Œ . šŸ˜ Hereā€™s what I built:
This system monitors a Google Drive folder, converts PDF documents into clean text chunks with Unstructured, generates OpenAI embeddings, and upserts vectors into Pinecone. Itā€™s a practical, production-ready starting point for Retrieval-Augmented Generation (RAG) that you can plug into a chatbot, semantic search, or internal knowledge tools.
šŸš€ Results: Saved 10+ hours per week in document prep. Improved document analyse speed by 80%. Improves understanding of the necessary information by 16%.
AI DevelopmentOpenAIN8NSupabaseAI AutomationAI Agent Engineercreateeveryday
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