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AI is moving into clinical workflows faster than many provider organizations can evaluate it. For leaders comparing HCC coding software, clinical AI tools, and point-of-care solutions, the challenge is determining which technology will genuinely improve documentation and gap capture without creating more work for physicians. In this session, Dr. Sunil Nihalani, practicing physician and founder and CEO of Inferscience, and value-based care leader Subbu Ramalingam examine what providers should look for in HCC coding software, where risk and quality gap workflows break down, and how payer and provider needs can be better aligned. Attendees will leave with a practical framework for evaluating point-of-care AI, understanding the ideal human-in-the-loop workflow, and identifying the features that separate useful clinical intelligence from more noise.