AI Visibility Scorecard
Insights on Authentic Intelligence - Bob Leithiser, Ph.D.
bigdatamagic.com · Technology
Borderline visible. AI bots can crawl Insights on Authentic Intelligence - Bob Leithiser, Ph.D., 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 4 times
Apple Intelligence · Claude · Meta AI
#1,460,799 of 2,706,693 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.6/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
2
AI Adoption
iBasic · 2/100
About Insights on Authentic Intelligence - Bob Leithiser, Ph.D.
from our crawl and measurement
"Insights from my research and work related to large databases, SQL Server, predictive analytics, and automated problem solving." That is how Insights on Authentic Intelligence introduces itself. When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
On its own pages the site does well on a clear heading structure and sitemaps and entity links AI can follow. It is passable on a partly stated business identity, a few credibility markers and basic crawler access. What holds it back is structured data describing the business.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, 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 business dates to 2012.
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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
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 4.6/10, Insights on Authentic Intelligence - Bob Leithiser, Ph.D. is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is really needed?
Earlier, I suggested that the only real solution to protecting private data such as social security numbers is to treat them with the same respect as a password. This implies that they utilize non-reversible encryption. With non-reversible encryption, there is no way to decrypt the value. The only way to determine a value that is based on non-reversible encryption is to actually know the value.
Is this your brand?
The exact fixes for Insights on Authentic Intelligence - Bob Leithiser, Ph.D.
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Insights on Authentic Intelligence - Bob Leithiser, Ph.D..
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bigdatamagic
Cite this score: Engagemii (2026). "AEO Score for Insights on Authentic Intelligence - Bob Leithiser, Ph.D.." Retrieved from https://engagemii.com/aeo/brands/bigdatamagic
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform