AI Equity Research Tool for

AI Equity Research Tool for the Pakistan Stock Exchange

An AI system that automates equity research for PSX listed companies (starting with ENGRO, HUBC, MCB), ingesting annual reports and generating cited, analysis backed answers instead of requiring investors to read hundreds of pages manually.

Instead of a simple chatbot, this is built as an orchestrated AI pipeline: documents are ingested, chunked, embedded, and retrieved based on meaning rather than just keywords, then grounded into answers with source citations, covering things like risk factors, growth drivers, and financial performance.

What it does: • Ingests financial reports and structures them for retrieval • Answers natural language questions with citations back to the source document • Uses an AI orchestration pipeline (LangGraph) rather than a single linear prompt, so it can be extended with retries and multi step reasoning • Built for evaluation from day one, not just whether it answers, but whether the answer is accurate and grounded

Stack: Python, LangGraph, Gemini API, ChromaDB, FastAPI (in progress)

Currently in active development. The core retrieval pipeline is working end to end, with automated evaluation and a production API layer underway next.