Commerce & Services
Retail
In retail, in-store data is often not collected at all; when it is, it has to stay within privacy boundaries.
Problems we address in this sector
- Monitoring shelf availability and planogram compliance from imagery
- In-store footfall analysis using anonymous, aggregate measurement
- Demand forecasting and dynamic pricing
- Identifying sources of loss and shrinkage
Approaches we apply
- Computer VisionObject detection and tracking, video understanding, vision-language models, document intelligence and OCR, real-time inference on edge devices.
- MLOps & Model OperationsEvaluation infrastructure, observability, hallucination and regression tracking, continuous retraining.
- Reinforcement Learning & Decision SystemsDecision policies that adapt to changing conditions, reward design, training in simulation and safe transfer to the field.
Other sectors in this group
Do you have a problem in this sector?
Let's define the problem together in a technical consultation; feasibility is assessed at the first stage.