Introduction Large language models (LLMs) promise to transform exercise and health coaching by delivering personalized training plans, real-time feedback, and motivational support. Yet translating this potential into safe, effective practice requires rigorous evaluation that can handle multimodal inputs—text reports, video-based posture analysis, and physiological sensor data—while ensuring safety and personalization. This scoping review maps the…