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Health systems are under pressure to adopt AI, but many lack a practical path to evaluate performance, build trust, and scale safely. This white paper explores why clinical registries offer a practical starting point — giving health systems a real-world environment to validate AI-assisted chart review, demonstrate measurable value, and unlock broader clinical use cases.