AI Visibility Scorecard
ILF
compassconversations.com · Media & Entertainment
Somewhat visible. AI bots can read ILF, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 10 times
Meta AI · ChatGPT · Claude · Amazon Alexa
#425,534 of 1,966,761 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
About ILF
from our crawl and measurement
"Six peers. Organic conversation. With priorities of connection and curiosity, we share conversations founded in the love of our craft, and the love that we experience when we share from our." That is how ILF of Los Osos, CA introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite, LocalBusiness) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.3/10, ILF has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Where is your curiosity leading you?
ContributeThis podcast is a contribution to a new paradigm of learning, teaching and growth, founded in the feeling of camaraderie and presence of non-competitive exploration.
Is this your brand?
The exact fixes for ILF
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for ILF.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/compassconversations
Cite this score: Engagemii (2026). "AEO Score for ILF." Retrieved from https://engagemii.com/aeo/brands/compassconversations
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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