As artificial intelligence reshapes hiring and workplace expectations, AI certifications are emerging as a critical marker of institutional readiness. The focus is shifting beyond intent to measurable capability, with structured frameworks such as ET AI-Ready helping colleges and universities benchmark curriculum, faculty, and infrastructure against the demands of an AI-driven economy.