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AI Visibility Scorecard
fcegroup.com · Food & Beverage
Somewhat visible. AI bots can read Fife Contract Engineers, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#360,756 of 1,698,062 in Food & Beverage for AI visibility
5.2
/10
AEO Score
from our crawl and measurement
"FCE Group comprises Taylor Stiles, FCE HPS, Lothian and Projects in Fife. Hydraulics and FCE Remik are all under one roof as a one stop shop." That is how Fife Contract Engineers introduces itself. Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure and sitemaps and entity links AI can follow. It is passable on a partly stated business identity and basic crawler access. What holds it back is structured data describing the business and credibility markers like credentials or reviews.
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.
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
7
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.
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 5.2/10, Fife Contract Engineers has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Fife Contract Engineers
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Weekly ChatGPT & Claude citation tracking
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
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Scored by Engagemii on July 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fcegroup
Cite this score: Engagemii (2026). "AEO Score for Fife Contract Engineers." Retrieved from https://engagemii.com/aeo/brands/fcegroup
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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