GenAI Weather-Driven Store Analysis System: A Retail Intelligence Solution Combining Machine Learning Prediction and Generative AI Interaction

Introduction / Main Floor: GenAI Weather-Driven Store Analysis System: A Retail Intelligence Solution Combining Machine Learning Prediction and Generative AI Interaction

This is a retail analysis system that integrates the LightGBM machine learning model and a generative AI chat interface. It predicts the oil change business volume of Valvoline auto service stores by analyzing weather data, providing intelligent decision support for store managers. It achieves a prediction accuracy of R²=0.830 on real data from 439 stores.