📊 Prism — AI-Powered Financial Report Advisor

PRISM is an AI-powered assistant designed for investors, analysts, and shareholders. It leverages Retrieval-Augmented Generation (RAG), Google Gemini, LangChain, and ChromaDB to make financial reports accessible, understandable, and actionable.

🚀 Features

• 🔍 RAG-based Question Answering: Ask complex questions about lengthy financial reports and get precise, context-aware answers.
• 📚 PDF Document Parsing: Upload annual reports in PDF format — the app automatically extracts and indexes content.
• 🧠 LangChain Integration: Orchestrates the entire pipeline of document loading, chunking, embedding, and querying.
• 🤖 Google Gemini LLM: Generates high-quality, insightful responses in natural language.
• 🗂️ ChromaDB Vector Store: Efficiently stores and retrieves embedded document chunks for fast contextual answers.

🛠️ Tech Stack

• LangChain for chaining and orchestration
• Google Gemini for LLM-powered reasoning
• ChromaDB for vector storage and retrieval
• PyMuPDF for PDF parsing
• HuggingFace Embeddings for document chunk vectorization

📦 Installation

1. Clone the repo

2. git clone https://github.com/aymanhaque/HackAI25.git
   cd HackAI25
   pip install -r requirements.txt
   python3 backend/new.py

3. On a different terminal:

4. cd HackAI25
   cd frontend/my-app
   npm install
   npm run dev