Just wrapped up a simple automation for an architecture firm... by Pavlo DemchenkoJust wrapped up a simple automation for an architecture firm... by Pavlo Demchenko

Just wrapped up a simple automation for an architecture firm...

Portfolio project
Pavlo Demchenko
Just wrapped up a simple automation for an architecture firm client struggling with slow, manual document processingšŸ™Œ . šŸ˜ Here’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. It’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%.

0 likes Ā· 0 views Ā· Nov 16, 2025

Just wrapped up a simple automation for an architecture firm client struggling with slow, manual document processingšŸ™Œ . šŸ˜ Here’s what I built: This system...

Tags