Predict Demand.
Optimize Stock.
Eliminate Waste.
Production-grade retail demand forecasting engine powered by Prophet & XGBoost. 7-day forecasts, smart reorder recommendations, and real-time risk alerts — all in one platform.
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Everything you need for demand intelligence
From raw data to actionable inventory decisions — a complete end-to-end pipeline built with FAANG-level engineering standards.
7-Day Demand Forecasting
Dual-model architecture using Facebook Prophet for time-series seasonality and XGBoost for gradient boosting — automatically selects the best model per SKU.
Smart Reorder Engine
Safety stock calculations with configurable service levels (95% default). Automatic reorder quantity recommendations based on forecast + safety stock − current inventory.
Risk Classification
Real-time inventory risk scoring: HIGH (< 3 days stock), MED (3-7 days), LOW (≥ 7 days). Color-coded alerts across every store-SKU combination.
REST API Backend
FastAPI-powered endpoints for forecasts, reorder recommendations, and alerts. Query by store, SKU, or risk level with JSON responses.
Telegram Notifications
Automated reorder alerts via Telegram bot. HTML-formatted messages with store, SKU, quantity, risk level, and inventory details.
Interactive Dashboard
Streamlit dashboard with 5 pages: Overview, SKU Analysis, Store Comparison, Analytics, and Full Inventory — all with Plotly visualizations.
How it works
Six automated stages transform raw retail data into actionable inventory decisions.
Data Ingestion
Raw sales, calendar & pricing data from retail POS systems
Cleaning & Processing
Wide-to-long format, missing values, outlier handling
Feature Engineering
14+ features: lags, rolling stats, price changes, calendar
ML Forecasting
Prophet + XGBoost dual models, auto-select best per SKU
Inventory Optimization
Safety stock, reorder quantities, risk classification
Dashboard & Alerts
Interactive dashboards, API endpoints, Telegram notifications
Measurable results from day one
DemandIQ transforms retail operations with AI-driven demand intelligence that directly impacts the bottom line.
Stockout Reduction
Fewer empty shelves means happier customers and higher revenue capture.
Less Overstock
Precise demand forecasting eliminates excess inventory and markdown losses.
Labor Reduction
Automated forecasting replaces hours of manual spreadsheet analysis.
Cost Savings
Lower carrying costs, reduced waste, and optimized procurement cycles.
Built with industry-standard tools
Production-grade stack designed for reliability, scalability, and real-world deployment.
Powerful analytics at your fingertips
5-page interactive dashboard with real-time forecasts, risk alerts, and inventory management across 10 stores and 22 product SKUs.