Competitor pages should capture the moment before budget commitment.
AI2COE does not attack competitors. It clarifies the buying sequence. When leadership is not yet sure how much duplicate MRO exposure exists, a diagnostic should come before platform selection, data-cleansing scope, or governance implementation.