🌬️ ACtimize - Your Smart AC Cost Optimizer 🧠⚡

ACtimize is an AI-powered assistant that helps users estimate and optimize their electricity cost based on their AC usage patterns. It combines Machine Learning (XGBoost) for accurate predictions and LLM-powered reasoning to give actionable suggestions for energy savings.

🚀 Features

• 🔍 Predict electricity cost using your AC usage and room parameters
• 🧠 Agentic AI using LangGraph for dynamic reasoning and ML tool calling
• 🖥️ React frontend for clean, simple user interaction
• ⚙️ XGBoost model trained on synthetic data
• 💡 Gives cost-saving tips based on your input

🛠️ Tech Stack

Layer	Tech Used
Frontend	React (Vite)
Backend	Flask + LangGraph
ML Model	XGBoost (scikit-learn)
LLM	Groq + LangChain Agents
State Mgmt	LangGraph State Machine

🧑‍💻 How It Works

1. 🧾 User enters:

   • AC usage hours
   • Room size
   • Outside temperature
   • Set temperature
   • AC type (tonnage)

2. 📊 ML model predicts electricity cost.

3. 🧠 LLM receives prediction and suggests energy-saving tips.

4. 💬 Response is shown in the frontend in natural language.

---

Working Images