Technology Readiness Levels for AI & Machine Learning assess maturity from basic research to widespread deployment. TRL evaluation considers model accuracy, computational efficiency, data requirements, deployment scale, regulatory compliance, and real-world performance across diverse applications including enterprise, consumer, and research contexts.