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🚀 Stratify AI — Agentic Decision Intelligence System

Stratify AI is an AI-powered decision engine that combines real-time data, document intelligence, and large language models to generate structured, explainable business insights.

Unlike traditional chatbots, it delivers data-driven decisions with reasoning, risk analysis, and confidence scoring, along with real-time market visualization.


🧠 Problem Statement

Modern decision-making suffers from:

  • Fragmented data sources (reports, news, markets)
  • Lack of real-time insights
  • Generic AI responses without structured reasoning

Stratify AI solves this by integrating multi-source data + AI reasoning into a unified system.


💡 What it does

Ask a question like:

“Should I invest in Tesla?”

Stratify AI will:

  • Analyze relevant document context (RAG)
  • Fetch real-time market trends (News API)
  • Evaluate stock performance (yfinance)
  • Generate a structured response:

✨ Features

  • 🔍 Retrieval-Augmented Generation (RAG)
  • 📰 Real-time News Integration
  • 📈 Stock Market Analysis (yfinance)
  • 🧠 Structured AI Decision Outputs
  • 🎨 Interactive Dashboard UI
  • 📊 Dynamic Stock Charts (Tesla, Apple, Google, Amazon)
  • 🧾 Query History Tracking
  • ⚡ Efficient Single-Agent Architecture

🛠️ Tech Stack

Layer Technology
Backend FastAPI
Frontend Gradio
AI Model Groq (LLaMA 3)
RAG Sentence Transformers + FAISS
Data Sources News API, yfinance
Language Python

📊 Demo Preview

dashboard

🚀 How to Run Locally

1. Clone the repository

git clone https://github.com/Aastha-Ingle/Stratify-AI.git
cd Stratify-AI

cd backend
pip install -r requirements.txt
uvicorn main:app --reload
cd frontend
python app.py

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Agentic AI system for real-time business decision making using RAG, APIs, and LLM reasoning

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