AI Visibility Scorecard
freedompediatrics.com · Healthcare
Borderline visible. AI bots can crawl Freedom Pediatrics, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 4 times
Claude · Meta AI
#139,066 of 925,392 in Healthcare for AI visibility
24
AI Naming Predictability
iRarely named · 24/100
Healthcare average 11
Top 13% of Healthcare
See what's behind this score →4.1
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Healthcare average 3. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Healthcare average 18
See what's behind this score →0
from our crawl and measurement
"Freedom Pediatrics is a Direct Primary Care office serving the greater Kansas City area offering many standard medical exams for a monthly premium." That is how Freedom Pediatrics of Overland Park, KS introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
On the page itself the strengths are clear: a clear heading structure and sitemaps and entity links AI can follow. It is passable on a partly stated business identity and basic crawler access. What holds it back is credibility markers like credentials or reviews and structured data describing the business.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.1/10, Freedom Pediatrics is crawlable but under-signaled - fixable, and the signals above are where to start.
What Makes Direct Primary Care Different?
Direct Primary Care (DPC) differs from a traditional practice in many ways, but the focus is on quality of care over quantity of care. I do not bill insurance. Members instead pay a monthly fee to have easy, direct, and quality access to me. DPC returns medicine to its origins -- when the patient-physician relationship was the focus, not what the insurance company dictated.
Is this your brand?
The exact fixes for Freedom Pediatrics
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/freedompediatrics
Cite this score: Engagemii (2026). "AEO Score for Freedom Pediatrics." Retrieved from https://engagemii.com/aeo/brands/freedompediatrics
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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