Case Study: CPG Major Company achieves under 1% stockouts with EzappSolution's AI-driven demand forecasting

Stockout Management CPG

CPG Major Company was experiencing frequent on‑shelf stockouts driven by stochastic demand, irregular supplier refills and unnormalized data across on‑prem and cloud sources. They engaged Ezappsolution to deliver AI/ML‑driven demand forecasting and stockout management to improve replenishment accuracy and recover missed sales opportunities.

Ezappsolution ingested data (including AWS S3 sources), used Databricks to cleanse and aggregate retail‑level data, and deployed an ensemble of forecasting models (ARIMA/SARIMAX, Prophet, XGBoost and deep learning approaches) to perform demand sensing and scenario‑based forecasts. Ezappsolution’s solution delivered a production forecasting library and operating model that reduced stockouts to under 1% and materially improved sales capture and replenishment decisions.