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AI Visibility Scorecard
chessengineeringne.com · Professional Services
Somewhat visible. AI bots can read CHESS Engineering, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Apple Intelligence
#119,932 of 486,467 in Professional Services for AI visibility
5.2
/10
AEO Score
from our crawl and measurement
CHESS Engineering describes itself simply: "Backed by 20 years of experience, Chess Engineering is a land surveying and civil engineering consulting firm operating throughout the Merrimack Valley and Boston areas." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure and crawler access and the files AI engines look for. It is passable on a partly stated business identity, a few credibility markers and partial sitemap and link coverage. What holds it back is structured data describing the business.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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 2013.
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
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
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.
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, CHESS Engineering has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for CHESS Engineering
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Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/chessengineeringne
Cite this score: Engagemii (2026). "AEO Score for CHESS Engineering." Retrieved from https://engagemii.com/aeo/brands/chessengineeringne
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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