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AI Visibility Scorecard
Allen Harbor Marine Service
allenharbor.com · Automotive
Somewhat visible. AI bots can read Allen Harbor Marine Service, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#22,093 of 338,700 in Automotive for AI visibility
5.8
/10
AEO Score
About Allen Harbor Marine Service
from our crawl and measurement
Allen Harbor Marine Service, based in Harwich Port, MA, describes itself simply: "Allen Harbor Marine of Harwich is Cape Cod and MA's leading marine, boats sales and service dealership - New and per-owned used boats dealer and Yacht Broker for North Atlantic Inflatables." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places, missing in others.
Under the hood there is structured data on the page (WebPage, ImageObject, BreadcrumbList) and a sitemap and a readable heading structure, but the score is capped by what is missing: an llms.txt file.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion 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 5.8/10, Allen Harbor Marine Service has a working base to build on - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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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/allenharbor
Cite this score: Engagemii (2026). "AEO Score for Allen Harbor Marine Service." Retrieved from https://engagemii.com/aeo/brands/allenharbor
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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