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Thought Leadership
Strategy & AI
These works are conceived and written by me, then refined for clarity and flow using supporting data and citations from Generative AI.
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Unlocking the Future of Loyalty with the AIM Framework
The AIM Loyalty Framework (AI-Integrated Maturity) draws on the strengths of industry-leading models while addressing the unique needs of loyalty programs in retail, hospitality, finance, and beyond. It’s a tool designed to help businesses move beyond generic AI strategies and build programs that foster meaningful customer relationships, deliver measurable ROI, and set new standards for innovation.