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AI Visibility Scorecard
Lighthouse Sentinel
matthewdowd.substack.com · Technology
Somewhat visible. AI bots can read Lighthouse Sentinel, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#56,067 of 2,623,115 in Technology for AI visibility
6.7
/10
AEO Score
About Lighthouse Sentinel
from matthewdowd.substack.com
Lighthouse SentinelCreating a space to look out at the world with new eyes in a soulful common-sense way, giving perspective to all the data, and creating a lighthouse for our country which hopefully helps on our journey and points the way to safe harbors.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
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
0
No inbound links found yet.
Domain Trust
8
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
10
Press and news coverage.
Community
10
Forum and community discussion.
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 6.7/10, Lighthouse Sentinel has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Lighthouse Sentinel
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/matthewdowd-substack
Cite this score: Engagemii (2026). "AEO Score for Lighthouse Sentinel." Retrieved from https://engagemii.com/aeo/brands/matthewdowd-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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