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AI Visibility Scorecard
pwhoffmann.com · Media & Entertainment
Borderline visible. AI bots can crawl Data Doyenne, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#935,929 of 1,895,908 in Media & Entertainment for AI visibility
4.7
/10
AEO Score
from our crawl and measurement
"Data podcast and data classes for the data nerd and the data nervous. Learn how to gather and analyze data and tell a story with what you find - whether in your current business or an." That is how Data Doyenne introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 out of 10.
On the page itself the strengths are clear: crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a workable page structure and a partly stated business identity. What holds it back is structured data describing the business and credibility markers like credentials or reviews.
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. Those are earned elsewhere on the web, not fixed on the site itself.
It does link out to several social profiles, which helps engines tie the brand together.
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion found yet.
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 4.7/10, Data Doyenne is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Data Doyenne
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Data Doyenne.
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pwhoffmann
Cite this score: Engagemii (2026). "AEO Score for Data Doyenne." Retrieved from https://engagemii.com/aeo/brands/pwhoffmann
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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