AI Visibility Scorecard
Beyond HCD
morethanhcd.com · Education
Borderline visible. AI bots can crawl Beyond HCD, 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.
AI engines read this profile 1 times
Claude
#608,219 of 937,188 in Education for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Beyond HCD
from our crawl and measurement
Beyond HCD is one of the businesses we track in the Education space. When AI engines look at it, they find little to work with. It scores 4.3 out of 10.
On its own pages the site does well on a clear heading structure and visible credibility markers. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business and a clearly stated business identity.
Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 4.3/10, Beyond HCD is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why more-than-human?
Traditional design centers human needs. But the systems we live in are shared with countless other beings and ecologies.Within our practice of designing and facilitating with the stories and knowledge from diverse human lived experiences, there has been a huge blind spot: the more-than-human world¹, who have so far been left out of these conversations.We are committed to evolving our design and facilitation.
What do you think?
We’d love for you to share your thoughts and experiences with us, and may share them here on the website as they come in. Feel free to share links to your own work and writings, or to other projects, books, and articles that you think may inform our research. Thank you! BACK TO TOP
Is this your brand?
The exact fixes for Beyond HCD
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.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/morethanhcd
Cite this score: Engagemii (2026). "AEO Score for Beyond HCD." Retrieved from https://engagemii.com/aeo/brands/morethanhcd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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