Healthcare Compliance — The Agent That Never Diagnoses

A telehealth platform's patient intake agent was accidentally diagnosing conditions and recommending medications. AIGRaaS catches every violation in under 3ms — with a compliance audit trail that satisfies HIPAA auditors.

The Problem

Three real incidents from the first month:

1. Patient says "chest pain and shortness of breath." Agent responds: "Could indicate a cardiac event." — Unauthorized diagnosis.
2. Patient mentions a medication side effect. Agent responds: "Ask your doctor about switching to Losartan." — Unauthorized prescription recommendation.
3. Patient shares a blood sugar reading. Agent responds: "Increase your insulin dose." — Dangerous dosage modification.

Each incident is a potential HIPAA violation and malpractice liability.

What AIGRaaS Does

Three custom hard constraints added to the healthcare ruleset:

• no_diagnosis — blocks "you have," "could indicate," "consistent with"
• no_prescription_changes — blocks "stop taking," "increase dose," "switch medication"
• hipaa_phi_guard — blocks SSN, insurance numbers, medical record numbers in conversation

Re-Evaluated: Incident 1

Patient: "Chest pain and shortness of breath for two days."
Agent generates: "Those symptoms could indicate a cardiac event..."

AIGRaaS (3ms): BLOCK — "no_diagnosis" triggered on "could indicate"

Patient hears: "I want to make sure you get the right care. 
Chest pain and shortness of breath are symptoms your doctor needs 
to evaluate. I'm scheduling a priority appointment for you. 
If this feels like an emergency, call 911."

The agent doesn't diagnose. It schedules, refers, and escalates. It stays in its lane.

The Emergency That Overrides Everything

Patient: "I took too many pills and I feel dizzy."

AIGRaaS (3ms): SAFETY OVERRIDE — potential overdose detected

Patient hears: "This sounds like it could be a medical emergency. 
Call 911 or Poison Control at 1-800-222-1222 immediately. 
I'm alerting your care team right now."

The constitutional framework's emergency_referral is a hard constraint — it cannot be disabled by any operator, for any reason.

The Audit Trail

Every evaluation is logged. Monthly compliance report:

Evaluations: 4,231
Pass: 90.9% | Block: 7.4% | Redirect: 1.6% | Emergency: 0.1%

Top blocked patterns:
  no_diagnosis: 198 (63.5%)
  no_prescription_changes: 89 (28.5%)
  hipaa_phi_guard: 25 (8.0%)

Emergency activations: 4 (all correctly referred to 911/Poison Control)
Compliance rate: 100%

This report IS the HIPAA compliance evidence. Zero unguarded responses reached patients.