Albert Heijn Enhances Prediction Accuracy by 5%
Implemented a machine learning-based demand forecasting system, improving prediction accuracy and operational efficiency
Demand Forecasting
Predict demand accurately to boost efficiency and reduce waste.
Stay ahead of demand with precision. Xebia empowers businesses to forecast accurately using advanced machine learning and real-time data insights. From retail to e-commerce, our tailored solutions help reduce waste, prevent stock issues, and boost operational efficiency, enabling smarter decisions and better planning, no matter how demand shifts.
Sales forecasting is a fundamental aspect of business operations, particularly within the retail and e-commerce sectors. By accurately anticipating demand, organizations can allocate resources effectively and establish the necessary infrastructure. Xebia's demand forecasting experts can help you predict changes in product demand, preventing challenges such as understocking or overstocking, while also optimizing your time and budget. Our consultants are available to assist you in setting up a forecasting system from the ground up or improving your existing system.
Our Expertise
What We Do
Our Approach
Embrace Uncertainty
The future brings unexpected surprises, but many changes can be anticipated. Xebia provides the latest tools to model seasonal effects and offers a wide range of possible scenarios.
1
Seasonal-Savvy
Seasonality takes many forms, from weekend drops to Christmas surges. Xebia employs high-performing machine learning algorithms to model these demand fluctuations.
2
Seamless Integration
Integrating machine learning models with your infrastructure can be costly. Xebia offers a range of tested templates compatible with major cloud providers and various data structures.
3
Continuous adaptation
Models become outdated because demand changes over time. This decrease in the model’s performance is known as data drift. By working closely together with your team, we will transfer the knowledge they need to retrain and update the model after we're done and gone.
4
Key Benefits
Improve forecast accuracy with machine learning and historical data modeling.
Reduce understocking and overstocking to optimize inventory levels.
Boost operational efficiency across supply chain and resource planning.
Adapt to seasonal patterns and promotions with dynamic forecasting models.
Enable smarter decision-making with real-time, data-driven insights.
Customize forecasting solutions to fit your unique business and tech needs.
Our Work
Client Stories
Our Ecosystem
Partners
Our Ideas
Insights & Perspectives
Demand Forecasting: Buy or Build?
While off-the-shelf demand forecasting tools are easy to use, custom models provide better accuracy, adaptability, and long-term business value.
Read Article
7 Reasons Why Custom Demand Forecasting Is Essential for Retail
Custom solutions outperform standard tools by handling complexity, real-time changes, and scale, while reducing waste and boosting precision.
Read Article
Custom Demand Forecasting vs Vendor Solution
Discover the value of custom demand forecasting services and learn how to tailor them to your business needs.
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Demand Forecasting at Scale
Explore how Albert Heijn deployed and optimized demand forecasting services at scale.
Watch WebinarRelated Expertise
Data Engineering
Build robust data pipelines and architectures to support advanced analytics and machine learning.
Learn moreMachine Learning Operations (MLOps)
Streamline the deployment and maintenance of machine learning models.
Learn moreAI Strategy
Craft strategic plans to integrate AI into business processes effectively.
Learn moreContact
Let’s discuss how we can support your journey.