▼ 1.9 since Sep 2026
#47,898 OF 825,895 IN NONPROFITS
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AI Visibility Scorecard
Ber-Henda Williams
berhendawilliams.substack.com · Nonprofits
Somewhat visible. AI bots can read Ber-Henda Williams, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#47,898 of 825,895 in Nonprofits for AI visibility
6
AEO Visibility
iVisible · 6/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Ber-Henda Williams
from our crawl and measurement
Ber-Henda Williams describes itself simply: "Womanist Cultural Strategist. Media Producer Practitioner of Soft Power I’m Ber-Henda Williams, speaker, convener and founder of Culture Shift(Hers) Unite™ Through storytelling, media, and." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.9 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.
The 6 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.
Off-page authority
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6/10, Ber-Henda Williams has a working base to build on - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on September 21, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/berhendawilliams-substack
Cite this score: Engagemii (2026). "AEO Score for Ber-Henda Williams." Retrieved from https://engagemii.com/aeo/brands/berhendawilliams-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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