When does an enterprise need AI consulting?

“Usually when AI pilots stall. The common causes are data spread across systems no one fully trusts, governance reviews that arrive after a system is built, legacy platforms that slow deployment, and insights that still depend on manual handoffs. An assessment identifies which constraint to fix first.”