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AI Visibility Scorecard
MCS Consulting Services — David K. Mountford, Principal
mcsengineers.com · Technology
At 1.2/10, MCS Consulting Services — David K. Mountford, Principal is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,806,162 of 2,812,091 in Technology for AI visibility
1.2
/10
AEO Score
About MCS Consulting Services — David K. Mountford, Principal
from our crawl and measurement
"Mountford Consulting Services was formed in 2007 to leverage over 20 years of engineering experience with industry-leading transportation, border security, and aerospace companies." That is how MCS Consulting Services David K. Mountford, Principal introduces itself. As far as answer engines are concerned it may as well not exist yet: 1.2 out of 10.
The gap is on the page itself: the site is missing credibility markers like credentials or reviews, structured data describing the business, a heading structure that lays out what it offers, which are the first things an answer engine looks for.
The wider web has little to say about it yet: almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business. Those signals cannot be fixed on the page, they have to be earned.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
2
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
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.
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 1.2/10, MCS Consulting Services — David K. Mountford, Principal is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MCS Consulting Services — David K. Mountford, Principal
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mcsengineers
Cite this score: Engagemii (2026). "AEO Score for MCS Consulting Services — David K. Mountford, Principal." Retrieved from https://engagemii.com/aeo/brands/mcsengineers
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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