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AI Visibility Scorecard
MNA Engineers
mnaquality.com · Home & Living
Borderline visible. AI bots can crawl MNA Engineers, 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
#313,585 of 804,332 in Home & Living for AI visibility
4.8
/10
AEO Score
About MNA Engineers
from our crawl and measurement
"MNA Engineers delivers top engineering solutions for commercial, residential, and industrial projects. We serve clients in Calgary and across Alberta." That is how Calgary Engineering Consultants introduces itself. When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
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.
Off-page authority
How the web signals your brand to AI
Backlinks
1
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 4.8/10, MNA Engineers is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MNA Engineers
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mnaquality
Cite this score: Engagemii (2026). "AEO Score for MNA Engineers." Retrieved from https://engagemii.com/aeo/brands/mnaquality
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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