AI Visibility Scorecard
FREST Substack
frest.substack.com · Technology
Somewhat visible. AI bots can read FREST Substack, but it is missing signals that would get it named ahead of competitors.
AI engines read this profile 5 times
Claude · Parallel · Meta AI
#185,217 of 2,704,031 in Technology for AI visibility
82
AI Naming Predictability
iNamed sometimes · 82/100
Technology average 28
Top 3% of Technology
See what's behind this score →5.2
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →5
0
About FREST Substack
from our crawl and measurement
FREST Substack is a business whose own site puts it this way: "The substack for FREST: computing for everyone. Click to read FREST Substack, by Guyren Howe, a Substack publication. Launched 3 years ago." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
- Company ·
- FREST Substack
- Website ·
- frest.substack.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Jul 31, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Strong
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 5.2/10, FREST Substack has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for FREST Substack
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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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/frest-substack
Cite this score: Engagemii (2026). "AEO Score for FREST Substack." Retrieved from https://engagemii.com/aeo/brands/frest-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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