AI Visibility Scorecard
UXR Strategy, Tactics, and Experiments | Cathi Bosco | User Experience Research
cathibosco.com · Technology
Borderline visible. AI bots can crawl UXR Strategy, Tactics, and Experiments | Cathi Bosco | User Experience Research, 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 11 times
Meta AI · Claude · Apple Intelligence · ShapBot
#722,307 of 2,705,506 in Technology for AI visibility
2
5
AEO Visibility
iBorderline · 4.6/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About UXR Strategy, Tactics, and Experiments | Cathi Bosco | User Experience Research
from our crawl and measurement
"Principal UX Researcher & Strategist | Facilitator | 12 + years of experience | AI-enabled ResearchOps | Enterprise SaaS and PaaS | Reducing risk for decision-making while growing." That is how UXR Strategy, Tactics, and Experiments introduces itself. When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
The site gets some of it right: it has structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap, a readable heading structure. What holds it back is what is absent, including an llms.txt file.
Our monitoring has logged 2 AI crawler visits here: the engines come, the question is what they find.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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
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, UXR Strategy, Tactics, and Experiments | Cathi Bosco | User Experience Research is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is a journey map?
Cathi BoscoMay 24, 2020A journey map is a visual diagram or visualization we use to document the steps a person goes through to accomplish a task or goal.
Is this your brand?
The exact fixes for UXR Strategy, Tactics, and Experiments | Cathi Bosco | User Experience Research
Which AI engines already crawl you
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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 UXR Strategy, Tactics, and Experiments | Cathi Bosco | User Experience Research.
Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cathibosco
Cite this score: Engagemii (2026). "AEO Score for UXR Strategy, Tactics, and Experiments | Cathi Bosco | User Experience Research." Retrieved from https://engagemii.com/aeo/brands/cathibosco
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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