Timelines depend on the number of connected systems, data quality, and governance requirements, so treat any fixed number cautiously. As a reference point, in a Sage IT manufacturing engagement we delivered full Order-to-Cash and Procure-to-Pay workflows across NetSuite, Boomi, Shopify, and Procore and reached production in eight weeks with zero custom middleware. A single-line, single-system use case can move faster; a plant-wide, cross-system agentic rollout takes longer because the OT/IT data foundation and governance model have to be built before agents are safe to deploy.