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Change Management

The Right Way to Measure Personalization ROI (Most Companies Never Do This)

AI, Blog, Digital Strategy, Leadership, MarTech Audits

18 August 2026 By PS Harish

McKinsey shows a 5–25% revenue lift range from personalization. The spread isn’t random. It’s a measurement problem. “Engagement Improved” Is Not a Result I have sat in more post-campaign reviews than I can count where the conclusion was some version of: “The personalization initiative improved customer engagement.” Every time, I ask the same follow-up questions. […]

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Why AI Personalization Projects Die in Week Two

AI, Blog, Digital Strategy, Leadership, MarTech Audits

17 August 2026 By PS Harish

The technology works. The team doesn’t adopt it. Here’s why — and how to fix it before you launch.

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