The Stock Q&A Workflow turns financial documents like earnings reports, research PDFs, and investor presentations into a powerful, AI-driven assistant that delivers instant, source-based answers. Documents are uploaded, split into smaller sections, and embedded into a Qdrant vector database for lightning-fast semantic search. When a user submits a question, the system retrieves the most relevant document segments, feeds them into OpenAI, and generates a clear, structured response grounded strictly in the source material. Answers are delivered instantly via API, webhook, or chat interface—making financial insights accessible on demand without manual digging.