AI Visibility Scorecard
Heirloom
heirloomlearn.com · Education
Borderline visible. AI bots can crawl Heirloom, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#377,961 of 937,188 in Education for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Heirloom
from our crawl and measurement
"Heirloom connects families with vetted guides for hands-on, in-person skill sharing." That is how Heirloom Knowledge worth passing on introduces itself. When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 4.9/10, Heirloom is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What do you want to learn?
Don't worry about the right category. Start with an itch — and let it lead you somewhere you didn't expect.Make somethingLeave with an object that didn't exist this morning.Learn an old skillQuilting, joinery, canning — the techniques that raised us.Learn to repairFix the thing instead of replacing it.Learn a new practiceYoga, breathwork, meditation — a practice that meets you where you are.Cook from scratchBread,.
Know something worth passing on?
Heirloom connects people who want to learn with people who have spent years learning, practicing, making, and doing.You don't have to be a professional teacher.
Is this your brand?
The exact fixes for Heirloom
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Heirloom.
Source & Attribution
Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/heirloomlearn
Cite this score: Engagemii (2026). "AEO Score for Heirloom." Retrieved from https://engagemii.com/aeo/brands/heirloomlearn
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform