AI-Powered Inventory Management: Reduce Waste by 40%

The Problems with Traditional Inventory Management

If you run a grocery store or butcher shop, inventory management is among your biggest challenges. Order too much and waste increases, costing you money. Order too little and shelves go empty, driving customers to competitors.

Achieving this balance with traditional methods is nearly impossible. This is exactly where artificial intelligence comes in.

Prophet + LightGBM Ensemble: Demand Forecasting

Grosa's demand forecasting model combines Prophet and LightGBM algorithms. This ensemble approach delivers:

• Seasonal trends are automatically detected
• Special days and holidays are accounted for (Ramadan, Eid, Christmas, etc.)
• Weather effects are included
• Local events and campaigns are factored into the model

How Does It Work?

1. Historical sales data is analyzed
2. Seasonal and trend components are decomposed
3. External factors (weather, events, campaigns) are integrated
4. Sales predictions for the next 7-30 days are generated
5. Automatic order suggestions are created

Waste Prediction with XGBoost

The waste prediction model analyzes product expiry dates, storage conditions, and sales velocity to forecast which products will spoil and when.

Example: If the model predicts that 30% of a yogurt batch won't sell before its expiry date minus 3 days, the system automatically suggests a discount or redirects to a B2B sales channel.

Anomaly Detection with Isolation Forest

Abnormal patterns in inventory movements are automatically identified:

• Unexpected stock drops — potential theft or loss signals
• Unusual order patterns — possible supplier errors
• Register transaction inconsistencies — operational error detection

Real Results

Measured improvements in businesses using Grosa's AI models:

| Metric | Average Improvement | |--------|---------------------| | Waste rate | 40% reduction | | Inventory turnover | 25% increase | | Order accuracy | 35% improvement | | Shelf empty time | 60% reduction |

Getting Started

Using Grosa AI features requires no special setup. As you use the platform, your data automatically trains the models. Predictions typically reach high accuracy after 4-6 weeks of accumulated data.

All AI features are included in the Pro and Business plans. Start your 14-day free trial and see the AI difference for yourself.