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AI Visibility Scorecard
1source
frankcox.com · Technology
Somewhat visible. AI bots can read 1source, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#604,506 of 2,810,206 in Technology for AI visibility
5.4
/10
AEO Score
About 1source
from our crawl and measurement
"1Source Metrology is your singlular source for everything Metrology. CMM Programming and Training, ISO 17025 Accredited Contract Inspection, Complete line of Metrology Equipment and." That is how 1source of Cambridge, ON introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places, missing in others.
The site gets some of it right: it has a clearly stated business identity, crawler access and the files AI engines look for. What holds it back is what is absent, including sitemaps and entity links AI can follow.
Off the page the picture is mixed: other sites link to it, but AI engines do not yet recognise it as a distinct business and there is no press coverage to draw on.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Trust
1
Established authority for your domain.
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 5.4/10, 1source has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for 1source
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/frankcox
Cite this score: Engagemii (2026). "AEO Score for 1source." Retrieved from https://engagemii.com/aeo/brands/frankcox
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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