Retrieval workflow
StockIntellect Retrieval System
Streamlit · LangChain · OpenAI embeddings · FAISS · Python · RAG
RAG-style stock news research tool using URL ingestion, OpenAI embeddings, FAISS, and sourced answers.
System flow
Article URLs
Content Loader
Text Splitting
Embeddings
FAISS Index
Sourced Answer
Results / Learnings
ResultConverted fragmented financial information into a searchable system that provides grounded answers with source attribution.
LearningFor financial AI, retrieval quality, source provenance, and citation coverage matter more than fluent generation alone.