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AI Visibility Scorecard
Madison Anesthesiology Consultants
macllp.com · medical practice
Borderline visible. AI bots can crawl Madison Anesthesiology Consultants, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#450,524 of 726,469 in Healthcare for AI visibility
4.4
/10
AEO Score
About Madison Anesthesiology Consultants
from our crawl and measurement
Madison Anesthesiology Consultants is one of the businesses we track in the Healthcare space. When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
On its own pages the site does well on a clear heading structure and a clearly stated business identity. It is passable on a few credibility markers and partial sitemap and link coverage. What holds it back is structured data describing the business and the technical files AI engines look for, such as llms.txt or an open robots.txt.
Off the page, other sites link to it. Beyond that, the domain does not yet read as established, 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. None of that can be fixed on the page: it has to be earned.
The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 2001.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
0
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
6
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.4/10, Madison Anesthesiology Consultants is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Madison Anesthesiology Consultants
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Trust Is the Product. AI Is How You Build It at Scale.
In health and wellness, you're not just selling a product. You're asking someone to trust you with their body.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/macllp
Cite this score: Engagemii (2026). "AEO Score for Madison Anesthesiology Consultants." Retrieved from https://engagemii.com/aeo/brands/macllp
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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