YMYL topics and AI search - are health/finance/legal sites treated differently by AI?
Community discussion on how AI systems handle YMYL (Your Money or Your Life) topics. Real insights on health, finance, and legal content visibility in AI search...
Running digital marketing for a regional health system (8 hospitals, 200+ clinics). AI visibility is a growing priority, but healthcare has unique constraints.
The challenge:
When patients ask AI about symptoms, conditions, or treatments:
Our constraints:
What we’ve tried:
Questions:
Looking for practical strategies that work within healthcare constraints.
Healthcare AI visibility is absolutely achievable, but requires different strategies than other industries.
Why Mayo/Cleveland dominate:
Where regional systems can win:
The key strategy:
Don’t compete head-to-head with Mayo on “what is diabetes.”
DO compete on:
Own your niche, not the general space.
This is exactly right. We shifted strategy 18 months ago.
Before: Trying to rank for “heart disease” (impossible) After: Owning “[Region] heart care”
Results:
The content that works:
All HIPAA-compliant, all effective for AI.
Getting physician buy-in is the hardest part. Here’s what works:
The physician content model:
What gets physician buy-in:
The credential requirement:
AI systems (especially for health) weight content with visible physician credentials. Every health article should have:
This signals to AI that the content is medically vetted.
Technical implementation matters a lot for healthcare AI.
Schema markup for healthcare:
{
"@type": "MedicalWebPage",
"author": {
"@type": "Physician",
"name": "Dr. Jane Smith",
"medicalSpecialty": "Cardiology"
},
"reviewedBy": {
"@type": "Physician",
"name": "Dr. John Doe"
},
"lastReviewed": "2026-01-01"
}
Why this helps:
AI systems apply extra scrutiny to health content (YMYL). Schema explicitly signals:
This reduces AI’s hesitation to cite your content.
Common healthcare SEO mistakes:
Patient education content is a sweet spot.
Why patient education works for AI:
Content we create:
The format:
What is [procedure]?
[Clear explanation]
How to prepare
[Step-by-step list]
What to expect
[During, after, recovery]
When to call your doctor
[Warning signs]
Questions to ask
[Empowerment content]
AI loves this format because it’s structured and directly answers patient queries.
Compliance perspective on AI content:
What’s safe for AI optimization:
What requires extra care:
Best practices:
AI visibility is achievable within HIPAA constraints - just requires proper process.
Local SEO and AI visibility overlap significantly for healthcare.
The local advantage:
When someone asks AI “Where should I go for knee replacement in [city]?” - that’s your opportunity.
How to win local health AI queries:
The physician finder:
Your physician directory is often your most AI-visible content. Make sure:
AI cites directories when answering “find a [specialist] near me” queries.
The physician directory point is crucial.
Physician directory optimization:
Each physician page should include:
This makes each physician page an authoritative answer to “Who is Dr. [Name]?” or “Find a [specialty] doctor in [city].”
Many health systems have thin physician pages - easy optimization opportunity.
Content calendar suggestion for healthcare AI visibility:
Monthly content types:
Quarterly:
The review workflow:
Draft (marketing) → Medical review (physician) → Legal review (if needed) → Publish → Monitor performance
Build physician review into the workflow from the start - don’t surprise them at the end.
Excellent discussion. Here’s our action plan:
Strategic shift:
Content priorities:
Process improvements:
Compliance integration:
Tracking:
We can’t beat Mayo nationally, but we can own [our region] health content in AI answers.
Thanks everyone for the healthcare-specific insights.
Get personalized help from our team. We'll respond within 24 hours.
Track how your health system appears in AI-generated health information answers. Ensure your expertise is cited when patients search.
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