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AI Visibility Scorecard
Reg Williams Consulting
regwilliams.com · Technology
At 2.6/10, Reg Williams Consulting 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
#2,379,156 of 2,605,230 in Technology for AI visibility
2.6
/10
AEO Score
About Reg Williams Consulting
from our crawl and measurement
Reg Williams Consulting, based in St. John's, NL, describes itself simply: "Strategic Content & Operations Lead specializing in SaaS engineering efficiency, revenue optimization, and automated deployment pipelines in Newfoundland and Labrador." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.6 out of 10.
Our crawl found structured data on the page (ProfessionalService) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
4
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
5
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
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 2.6/10, Reg Williams Consulting is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Reg Williams Consulting
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/regwilliams
Cite this score: Engagemii (2026). "AEO Score for Reg Williams Consulting." Retrieved from https://engagemii.com/aeo/brands/regwilliams
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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