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AI Visibility Scorecard

MacDuff Marine

MacDuff Marine

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macduffmarine.com · maritime

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

AI engines read this profile 2 times

ChatGPT

#19,646 of 790,652 in Home & Living for AI visibility

6.2

/10

AEO Score

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About MacDuff Marine

from our crawl and measurement

MacDuff Marine describes itself simply: "MacDuff Marine is Southwest Florida's trusted dock builder and marine solutions provider, serving Cape Coral, Fort Myers, North Fort Myers, and Lee, Charlotte, Sarasota, Collier, DeSoto." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.2 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: structured data describing the business, a clear heading structure, a clearly stated business identity, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow.

Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established and press coverage is thin. Beyond that, AI engines do not yet recognise it as a distinct business, 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.

It does link out to several social profiles, which helps engines tie the brand together.

Industry · maritime
Last scored · Aug 1, 2026
Employees · 1-10

The 6 signals AI reads

Higher is better · 0-10

Structured Data

7

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

Clear headings and answer-style content.

Entity Clarity

10

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

7

Experience, Expertise, Authority, Trust markers.

Technical AEO

9

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

10

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

1

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

1

Press and news coverage.

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 6.2/10, MacDuff Marine has a working base to build on - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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Picked for MacDuff Marine: Home & Living

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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/macduffmarine

Cite this score: Engagemii (2026). "AEO Score for MacDuff Marine." Retrieved from https://engagemii.com/aeo/brands/macduffmarine

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

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