Precision Prediction, Repeatable Value.

Machine Learning (ML) is the engine of intelligent systems, enabling machines to learn from data and drive autonomous decision-making. At QED Software, we provide unique ML expertise built on over 25 years of business experience, fused with the scientific rigor of the methodology of Professor Dominik Ślęzak. Our competency spans the full spectrum of ML solutions, from prediction, classification, segmentation, and optimization, to building production-grade models that deliver measurable, repeatable, and audited value to your organization.

Key Benefits: Why does ML deliver a competitive advantage?

• Accurate forecasting and prediction. Achieve superior predictions of demand, market trends, customer behavior, and equipment failures, minimizing risk and maximizing efficiency.
• Automated decisions & process optimization. Precisely optimize supply chains, resource allocation, and production processes, leading directly to a verifiable increase in operational efficiency.
• Guaranteed production stability (MLOps). We implement MLOps practices, including retraining-as-a-Service, automated drift monitoring, and alerts, ensuring long-term model stability and performance.
• Credibility. Every model adheres to the highest scientific standards, ensuring its reliability, trustworthiness, and full auditability.

Our Approach: The full model lifecycle (End-to-End)

We deploy a comprehensive End-to-End approach for ML implementations, from initial concept to sustained performance:

1. Strategy & ideation. We begin with a rigorous assessment of data readiness and the definition of a clear business case, ensuring the project is strategically sound.
2. R&D Development & prototyping. Data Scientists and ML Engineers rapidly build and test the model, leveraging our internal accelerators for quick PoC creation.
3. Deployment & MLOps Integration. We integrate the model into your production environment (seamlessly integrating with ERP/CRM/IoT) and implement MLOps for continuous integration, monitoring, and version management.
4. Sustained Evolution. We provide maintenance and plan for development, including model updates.