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AI Visibility Scorecard

MD Logica

MD Logica

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mdlogica.com · management consulting

Somewhat visible. AI bots can read MD Logica, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 1 times

Claude

#113,024 of 714,973 in Healthcare for AI visibility

5.7

/10

AEO Score

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About MD Logica

from our crawl and measurement

MD Logica is a business whose own site puts it this way: "We are a medical marketing agency for healthcare and aesthetic practices, specializing in plastic surgery, dermatology and med spas. Call 310-777-1230." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: visible credibility markers and crawler access and the files AI engines look for. It is passable on a workable page structure and partial sitemap and link coverage. What holds it back is a clearly stated business identity 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). The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 1990.

Industry · management consulting
Last scored · Aug 1, 2026
Employees · 11-50
Founded · 1990

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

8

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

9

Inbound links from other sites.

Domain Trust

3

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

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 5.7/10, MD Logica has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for MD Logica

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for MD Logica: Health & Wellness

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/mdlogica

Cite this score: Engagemii (2026). "AEO Score for MD Logica." Retrieved from https://engagemii.com/aeo/brands/mdlogica

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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