SAFE
Bathing, transferring, toileting, dressing, meal prep, and wound-site observation in a cluttered private home are exactly the tasks robotics cannot touch and language models cannot substitute for. The automatable slice is thin — visit notes, scheduling, care-plan documentation, and eligibility paperwork — while the hands-on hours are the job. The real threats here are wages and turnover, not AI; note that licensure is weak (agency training and state HHA certification rather than a personally liable license), so the moat is physical and relational, not regulatory.
Tasks largely resist digitisation. Pivot-transferring a 200-pound contracture patient from bed to commode, coaxing a dementia client through a shower, and pressure-cooking a low-sodium meal in someone else's kitchen are the hours that get billed — the software-shaped slice is the EVV clock-in and the daily task checklist, which is why this sits at 17 rather than mid-teens.
Hands-on in uncontrolled environments. Every shift happens in an uncontrolled private residence with unpredictable stairs, pets, hoarding, and no lift equipment, and the work is skin-to-skin: perineal care, nail and mouth care, repositioning, ambulation support — there is no remote version of any of it, which is the definition of 20.
Certification preferred, not legally required. Medicare-certified agencies require 75 hours of training and a competency evaluation under 42 CFR 484.80, and some states add an HHA registry listing, but the aide holds no license that can be revoked by a board and the RN who signs the care plan owns clinical liability — that training floor is what lifts this off 3 to a 7.
The human relationship is the product. Clients let one specific person see them naked and incontinent four mornings a week, families request that aide by name, and a replacement warm body routinely triggers refusal of care — the relationship is the service, docked from 20 only because agency scheduling churn and Medicaid reassignment mean the client often has no say in who arrives.
Meaningful discretion. The care plan specifies the ADLs and the aide is barred from adjusting medication or performing skilled tasks, but the discretion that matters is unsupervised triage — noticing a new sacral redness, a sudden confusion, a fall risk, or a bruise that means calling the nurse or APS — real stakes, narrow authority, which is a 9 rather than a 14.
Has AI actually changed your work?