Before organizations can realize the benefits of AI, they must ensure that the enterprise is fully prepared for integration. AI readiness demands a multi-dimensional assessment across infrastructure, workforce, culture, and data maturity. Organizations can confidently transition from experimentation to enterprise-scale adoption only by aligning these capabilities. A successful AI program must be anchored in realistic self-appraisal, not aspirational ambition alone. Effective AI readiness assessments establish the roadmap for capabilities, changing the culture, and transforming operations.