AI prescribes rehab programs

A new pitch for rehabilitation software says artificial intelligence can build injury-recovery plans “like an expert” physical therapist, pushing clinical planning into the latest automation fight. (x.com) In rehabilitation care, the plan of care is the written roadmap for treatment: what exercises a patient does, how often, and what goals the clinician is trying to hit. Medicare says outpatient therapy must relate directly to a written treatment plan established before treatment begins, with certification rules that still tie the plan to licensed clinicians and referring providers. (cms.gov) That matters because the sales claim is not about a chatbot answering questions. It is about software stepping into one of the core jobs of a physical therapist: turning an evaluation into a structured rehab program for a shoulder, knee, back, or post-surgery patient. (nhs.uk) The market pressure is easy to see. The United States Bureau of Labor Statistics says physical therapist employment is projected to grow 11 percent from 2024 to 2034, with about 13,200 openings each year, while the median annual wage was $101,020 in May 2024. (bls.gov) Developers have been trying to use artificial intelligence in rehab for years, usually in narrower tasks such as motion tracking, exercise feedback, remote monitoring, and documentation. A 2023 systematic review found AI-supported physical rehabilitation tools in clinical settings, but it focused on availability, effects, and implementation barriers rather than proving that software can replace therapist judgment across full treatment planning. (sciencedirect.com) Some companies already market adjacent products. Kinetisense says its software uses computer vision and real-time motion analysis to identify movement problems and recommend corrective exercises for physical therapists, athletic trainers, and rehabilitation professionals. (kinetisense.com) Regulators have been drawing lines around this category at the same time. The Food and Drug Administration said in guidance updated on January 29, 2026, that clinical decision support software for health care professionals can fall inside or outside device regulation depending on what the software does and whether the clinician can independently review the basis for its recommendations. (fda.gov) Billing rules also keep a human in the loop. For Medicare claims dated on or after January 1, 2025, an initial outpatient therapy certification can be supported by a signed referral or order and transmission of the plan of care within 30 days, but the treatment plan still has to be established by a qualified therapist, physician, or non-physician practitioner. (med.noridianmedicare.com) The practical question for clinics is narrower than the social-media slogan: whether software is drafting a plan for a clinician to review, or whether it is being treated as the clinician. The first model fits the current language of decision support more easily than the second. (fda.gov) The post that introduced Kineso framed the product as a way to scale “clinician intuition” for sports and family practices. Whether that lands as scheduling help, documentation help, or actual prescribing help will decide how much of rehab planning remains a therapist’s call. (x.com)