AI Visibility Scorecard
Kat River
katriver.substack.com · Health & Wellness
At 3.43/10, Kat River is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Content Structure and E-E-A-T Signals. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude · Meta AI
Top 1% in Health & Wellness for AI visibility
55
AI Naming Predictability
iRarely named · 55/100
Health & Wellness average 12
Top 3% of Health & Wellness
See what's behind this score →3.43
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Health & Wellness average 2. Claim your page and Engagemii is your first.
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Health & Wellness average 19
See what's behind this score →0
About Kat River
from our crawl and measurement
Kat River is a business whose own site puts it this way: "The Mother Makers is a thriving symposium for the Mothers, The Makers and the Mystics. Designed to be an honest exploration of the deep dance between Motherhood, Creativity, energetic." When AI engines look at it, they find little to work with. It scores 3.43 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have read this profile 3 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
- Company ·
- Kat River
- Website ·
- katriver.substack.com
- Industry ·
- Health & Wellness
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 9, 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
Good
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
Strong
Inbound links from other sites.
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
Strong
Social discussion and mentions.
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 3.43/10, Kat River is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/katriver-substack
Cite this score: Engagemii (2026). "AEO Score for Kat River." Retrieved from https://engagemii.com/aeo/brands/katriver-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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