AI Visibility Scorecard
Roy Osherove
osherove.com · Media & Entertainment
Somewhat visible. AI bots can read Roy Osherove, but it is missing signals that would get it named ahead of competitors.
AI engines read this profile 13 times
Meta AI · Claude · Apple Intelligence · ShapBot
#10,921 of 1,966,319 in Media & Entertainment for AI visibility
73
AI Naming Predictability
iNamed occasionally · 73/100
Media & Entertainment average 17
Top 1% of Media & Entertainment
See what's behind this score →6
-
Network Authority
iNot connected yet
Media & Entertainment average 0.0
0 relationships · Media & Entertainment average 3
See what's behind this score →10
Muse Index Score
iAI agent readiness
Basic · 10/100
Media & Entertainment average 15
See what's behind this score →0
About Roy Osherove
from our crawl and measurement
Roy Osherove is a business whose own site puts it this way: "Roy Osherove: consulting and training on unit testing, TDD, engineering practices, team leadership, Co-Ops and continuous delivery. Author of The Art of Unit Testing and Elastic Leadership." Its AI visibility score is 5.5 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited 12 times in our tracking, including ClaudeBot (Anthropic), Applebot (Siri) and Meta AI.
- Company ·
- Roy Osherove
- Website ·
- osherove.com
- Industry ·
- Media & Entertainment
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Oct 24, 2026
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Good
Forum and community discussion.
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 read your site and name it in answers. At 5.5/10, Roy Osherove has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Roy Osherove
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/osherove
Cite this score: Engagemii (2026). "AEO Score for Roy Osherove." Retrieved from https://engagemii.com/aeo/brands/osherove
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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