Part 7/11:
Generate SQL queries, summaries, or conduct sentiment analysis on customer support tickets.
Visualize results instantly, with generated dashboards powered by Streamlit.
Natural Language Document Processing
Cortex excels at extracting information from documents:
Upload invoices, PDFs, Word files, or images (with experimentations underway).
Extract structured data such as invoice number, date, or fees through Document AI.
Use Retrieval-Augmented Generation (RAG): documents are chunked, embedded as vectors, stored as vector columns, and semantically searched in response to user queries.
Combine semantic search with keyword lookup for robust document retrieval in Snowflake—a fusion that enhances speed and accuracy.