Abstract
PRACTITIONER TAKEAWAYS: Companies can adopt this four-stage AI Proficiency Framework to develop organization-wide expertise in using AI tools. There are four stages of AI proficiency—Beginner, Intermediate, Proficient, and Expert—and each stage represents a significant leap in capability, organizational integration, and strategic impact. Transforming a company through AI requires sustained commitment, significant investment, and a willingness to reimagine the business through the lens of AI capabilities.
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