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- CPMAI's Business Understanding phase requires separating cognitive from non-cognitive components and determining when to apply automation versus AI. If a task is deterministic and can be fully specified with rules, traditional automation (including RPA) is cheaper and more reliable. AI/ML is justified only when the task is genuinely cognitive, involving learning from data, prediction, or handling ambiguity.