Hii algorithms and individualization prepare and structure a patient’s story before any visit to a doctor or pharmacy. It captures symptoms, patterns, risks, and context in a format that clinicians will trust. Your machine learning processor is no longer dependent on big tech. A patient’s pre-visit intake now feels like talking to their actual doctor. Hii reduces the time of history gathering in the room. It tracks the reasoning, keeps everything evidence-aligned, and registers the explanation so the visit does not have to be repeated. Clinics reduce wasted time. Patients get transparency, family relevance and sharing rather than endless opinions.