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AI Visibility Scorecard
MDA Engineers Home
mdaengineers.com · Professional Services
Borderline visible. AI bots can crawl MDA Engineers Home, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#217,192 of 319,379 in Professional Services for AI visibility
3.8
/10
AEO Score
About MDA Engineers Home
from our crawl and measurement
"Knowledge and Thoroughness 3 Bristol Lane PO Box 604 Ellicottville, NY 14731 716-699-4650 [email protected] Contact us today to find out how we can be involved in your project!." That is how MDA Engineers Home introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.
On the page itself the strengths are clear: a clearly stated business identity. It is passable on a workable page structure and basic crawler access. What holds it back is credibility markers like credentials or reviews, structured data describing the business and sitemaps and entity links AI can follow.
Away from its own site, 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. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 1982.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
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
6
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.
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 3.8/10, MDA Engineers Home is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MDA Engineers Home
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.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mdaengineers
Cite this score: Engagemii (2026). "AEO Score for MDA Engineers Home." Retrieved from https://engagemii.com/aeo/brands/mdaengineers
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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