Predict Your Product Demands with Forecasting Models
BUSINESS CHALLENGE
A lack of accurate demand forecasting impacted the ability to anticipate shifts in customer needs or market conditions, resulting in resource misallocation and missed opportunities to align with evolving expectations.
SOLUTION IMPLEMENTED
Implemented a solution to extract, clean, unify and visualize data from multiple sources, storing it in a centralized database for management and analysis. AI models were deployed to predict demands by location, enhancing forecasting accuracy.
RESULTS & ROI
FORECAST
Achieve a forecast accuracy of less than 10% Mean Absolute Percentage Error (MAPE) across all locations over one year.
AUTOMATION
Every part of the project is automated and fully managed, streamlining processes and reducing manual efforts.
EFFICIENCY
Enhanced operational efficiency through the integration of comprehensive pipelines, including Infrastructure, Data Factory, MLOps, and Power BI CI/CD.
TECHNOLOGY
DATA PLATFORM
To extract, clean, and unify data from multiple data sources, storing it in Database to support robust data management and analysis.
SERVING
For interactive dashboards that visualize both actual and forecasted data, while providing dual data visualization streams tailored to unique departmental needs.
AI
AI models are employed to predict revenues and costs by location, enhancing the accuracy and reliability of financial forecasting