Practices want AI to save time on plans of care, but a hallucinated unit count or goal date can cost an authorization. The answer is to limit where AI is allowed.
In short: Safe AI in ABA practice management has three layers: clinical content owned by the BCBA, a deterministic rules engine for units, dates and checks, and an AI assistant that only drafts. PHI is minimized with placeholders, every AI call is recorded, and approvals are explicit human actions.
Keep three layers apart
Clinical content belongs to the BCBA. The rules engine does all math and hard checks. The AI assistant only drafts.
Let rules do the math
Units per CPT code come from actual calendar dates and planned visits, not model guesses. Authorization length, ratios, telehealth share and credentials are rules too.
Make AI output a draft
Narrative, goal proposals and cross-checks appear as drafts with placeholders for gaps. Nothing enters the plan without a click, and confirmed sections are never overwritten.
Minimize PHI
Names, DOB, addresses, phones and member IDs are replaced with placeholders before the model call and restored server-side.
Log and limit
Record each AI run (model, prompt hash, tokens) and cap daily runs per plan and hourly requests per user.
Treat policy as data
Thresholds and checklist rules live in versioned data so a policy change is a data update, not a release.
Frequently asked questions
Does the AI approve plans?
No. Clinical approval, finalizing and service start are explicit human actions.
Is using AI with PHI allowed?
That depends on your agreements and configuration. Use a vendor that will sign a BAA and send only the minimum necessary data.
See it in the plan of care builder.