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Healthcare

AI QA & Evaluation for Healthcare Marketing

Your AI just told a patient your treatment 'eliminates chronic pain.' The FTC calls that an unsubstantiated health claim. Bookbag catches it first.

Safe to Deploy
Needs Fix
Blocked

The Problem

Your AI patient outreach tool sent 600 appointment reminder emails that included 'our treatment has a 95% success rate.' That number came from nowhere — your actual published outcomes data shows 67% improvement at 6 months. A patient who didn't improve is now citing that email in a complaint to your state medical board. The FTC Health Claims Act requires 'competent and reliable scientific evidence' for every claim. Your AI just made one up.

Your AI fabricates clinical outcomes

The model wrote '95% success rate' when your actual published data shows 67% improvement at 6 months. A patient cited that email in a state medical board complaint. The FTC requires 'competent and reliable scientific evidence' for health claims — and your AI just invented a statistic.

FTC Health Claims Act enforcement is aggressive and specific

The FTC doesn't just require that health claims be true — they require that you have substantiation before you make the claim. AI-generated content almost never meets this standard. Every unsubstantiated efficacy claim is a potential enforcement action.

One misleading message destroys years of patient trust

Patients trust healthcare communications differently than marketing. When your AI promises outcomes your practice can't deliver, the damage isn't just legal — it's reputational. That patient tells their network, leaves a review, and files a complaint.

Flagged Message
"Hi Jennifer, based on your recent consultation, our advanced therapy program can significantly reduce your symptoms within 2-3 weeks. 94% of our patients report complete relief. Schedule your first session today — your insurance is pre-verified for full coverage."
Unsubstantiated efficacy claim ('94% complete relief') — no clinical evidence cited
Outcome guarantee ('significantly reduce symptoms within 2-3 weeks')
Insurance coverage claim without verification ('pre-verified for full coverage')
Missing required disclaimers for health outcome claims
Verdict: BLOCKED → clinical SME authority escalation required

How Bookbag Helps

Every AI-generated message is evaluated with structured human verdicts: approved messages pass, risky messages get fixed, and high-risk messages require SME approval with evidence.

Every health claim checked against your approved clinical language

The AI QA & Evaluation Platform flags treatment efficacy claims, outcome promises, and health benefit descriptions against your approved clinical language library. If the AI invents a statistic or overpromises an outcome, it's blocked.

FTC and state medical advertising rules enforced on every message

Configure rubrics aligned with FTC health claims requirements, state medical advertising rules, and your organization's clinical communication policies. Every AI-generated message passes through the same compliance review.

Blocked messages route to clinical SMEs with full evidence

Flagged messages go to your clinical reviewers with the specific claim, the rubric it violated, evidence quotes, and recommended corrections. Human authority makes the final call — with the context they need to do it quickly and accurately.

AI EVALUATION FLOW
1. AI generates messages
Outbound content ready for review
2. Gate evaluates every message
Rubric-based review → verdict assigned
safe_to_deploy → Ships automatically
needs_fix → QA corrects with rewrite
blocked → SME review with evidence

Best For

  • Healthcare marketing agencies using AI content generation
  • HealthTech platforms with AI-generated patient outreach
  • Telehealth companies using AI for appointment scheduling and follow-ups

Not the Right Fit

  • Clinical communication systems (EHR messaging, care coordination)
  • Internal healthcare operations without patient-facing AI output

Frequently Asked Questions

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