Shelf helps organizations reimagine how work gets done in retail by designing, optimizing, and orchestrating reliable AI agents across customer service, employee support, and back-office operations. Built on Shelf’s data and knowledge foundation, Shelf Agent OS (ShelfOS) powers the creation, execution, coordination, orchestration, and ongoing management of AI agents with strong reasoning and governance—ensuring outcomes remain accurate, observable, and controllable as the business evolves. Learn more at https://shelfos.ai.