AI Visibility Scorecard
The Implicit Bias Transformation Program by Siobahn Hotaling
implicitbiasprogram.com · Education
Borderline visible. AI bots can crawl The Implicit Bias Transformation Program by Siobahn Hotaling, 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 3 times
Claude · ChatGPT
#725,289 of 937,395 in Education for AI visibility
10
AI Naming Predictability
iRarely named · 10/100
4
AEO Visibility
iNear-invisible · 3.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About The Implicit Bias Transformation Program by Siobahn Hotaling
from our crawl and measurement
The Implicit Bias Transformation Program by Siobahn Hotaling is a business whose own site puts it this way: "The Implicit Bias Transformation Program is a revolutionary bias training program prototype developed by Siobahn Hotaling. Learn more here." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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 3.9/10, The Implicit Bias Transformation Program by Siobahn Hotaling is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is the intent of this site?
This website has been created to showcase the foundations, design, and prototype of the Implicit Bias Transformation Program.
What makes the IBTP different from other bias training programs?
Most bias trainings programs are administered in a group setting or in a non-interactive online format. While many trainings do a good job at giving a cursory understanding of what bias is and some examples of how biases are expressed, very few – if any – work to help participants target their specific biases, and still fewer give them the tools to transform them.
Is this your brand?
The exact fixes for The Implicit Bias Transformation Program by Siobahn Hotaling
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Source & Attribution
Scored by Engagemii on September 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/implicitbiasprogram
Cite this score: Engagemii (2026). "AEO Score for The Implicit Bias Transformation Program by Siobahn Hotaling." Retrieved from https://engagemii.com/aeo/brands/implicitbiasprogram
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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