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CRO without a structured loop produces random changes dressed up as optimization — the loop is what separates teams that compound learning from teams that run cosmetic tests and wonder why nothing improves. Every step feeds the next: research surfaces hypotheses, tests validate or refute them, and learning sharpens the next round of research.