Strategy Consultant Stacy Nelson created the 4 C’s of External AI Readiness framework: Compatibility, Clarity, Credibility, and Consistency. The framework is designed to give business leaders and marketers a practical way to organize company, product, and service information for AI search, product discovery, and agentic commerce.
