real-time reports on shelf conditions, price tags, facings, and share of shelf to support decisions by retailers, FMCG manufacturers, and field agencies. Shelfmatch Robotics also provides modules to detect low-quality or fraudulent photos, monitor merchandiser activities, and assess image quality at both photo and SKU level. The platform integrates via API with external systems such as CRM, SFA, and field force management tools and can be licensed with the option for clients to train recognition models on new SKUs.