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AI Visibility Scorecard
Andrew McCullough Engineering Consultants
mccullough-engineering.com · Government & Public Sector
Borderline visible. AI bots can crawl Andrew McCullough Engineering 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.
AI engines read this profile 2 times
Apple Intelligence
#49,447 of 105,832 in Government & Public Sector for AI visibility
4.9
/10
AEO Score
About Andrew McCullough Engineering Consultants
from our crawl and measurement
"Engineering and Site Plan Services for towns, businesses and homes in the Ellsworth Area since 1997. Providing professional designs with personal attention." That is how Andrew McCullough Engineering Consultants introduces itself. When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times in our tracking, including Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
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
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
5
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 4.9/10, Andrew McCullough Engineering Consultants is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Andrew McCullough Engineering Consultants
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Andrew McCullough Engineering Consultants.
Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mccullough-engineering
Cite this score: Engagemii (2026). "AEO Score for Andrew McCullough Engineering Consultants." Retrieved from https://engagemii.com/aeo/brands/mccullough-engineering
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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