AI Visibility Scorecard
Knowledge + Hope
knowledgeandhope.com · Healthcare
Borderline visible. AI bots can crawl Knowledge + Hope, 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 2 times
Claude · ChatGPT
#797,998 of 925,124 in Healthcare for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Knowledge + Hope
from our crawl and measurement
Knowledge + Hope is one of the businesses we track in the Healthcare space. When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
On its own pages the site does well on a clear heading structure. It is passable on a partly stated business identity, basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business and credibility markers like credentials or reviews.
Off the page, almost no other sites link to it, the domain does not yet read as established, 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
Weak
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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 3.5/10, Knowledge + Hope is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is this site?
During my decade long battle with various cancers, I used the internet to educate myself, connect with other people fighting the good fight and do everything I could to become a survivor. At 11 years after my first diagnosis, I decided to document as much as I could about what I learned so other people could benefit from my journey. That, and my kids have been harping on me to do this for years.
Who is this site for?
This site is intended for anyone looking for emerging, holistic or alternative approaches to fighting cancer, or reducing your chances of getting cancer in the first place. It’s also for my family, so I can document everything I learned for them, their kids and their kids kids. Balancing
Is this your brand?
The exact fixes for Knowledge + Hope
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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/knowledgeandhope
Cite this score: Engagemii (2026). "AEO Score for Knowledge + Hope." Retrieved from https://engagemii.com/aeo/brands/knowledgeandhope
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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