2024-06

DiligenceDynamics

AI web app for due-diligence financial document analysis. Integrates a Langchain RAG pipeline and Pinecone vector database for robust document understanding.

PythonLangChainPineconeTypeScriptNext.jsFirebase

Overview

DiligenceDynamics is an AI-powered tool for financial due diligence. Upload documents and ask questions — the app retrieves the most relevant passages and synthesizes answers grounded in the source material.

How it works

  • Documents are chunked and embedded into a Pinecone vector database on upload
  • Queries trigger a LangChain RAG pipeline that retrieves top-k passages and passes them to an LLM for grounded synthesis
  • Firebase handles auth and document storage

Highlights

  • Designed and developed across five Agile sprints
  • Completed ahead of schedule; presented at Stanford's software engineering fair