AI Visibility Scorecard
Willroth Consulting
willrothconsulting.com · Healthcare
Borderline visible. AI bots can crawl Willroth Consulting, 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 9 times
Meta AI · Claude · ShapBot
#236,096 of 924,420 in Healthcare for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Willroth Consulting
from our crawl and measurement
"Abby Willroth of Willroth Consulting is a NAADAC qualified SAP trained to evaluate employees who have violated a DOT alcohol and drug regulation and makes recommendations to an employer." That is how Willroth Consulting of Conway, AR introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
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
Strong
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
Good
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 4/10, Willroth Consulting is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How Long Does the DOT Return-To-Duty (RTD) Process Take?
There is no set timeline for the DOT return-to-duty process. Every case is unique, and the duration depends entirely on the SAP's clinical recommendations and your individual progress in completing the required education and/or treatment. Per DOT regulations, a SAP may not provide an estimated timeline for the RTD process before or during the initial evaluation.
What Is the Cost of SAP Services?
The fee for SAP services can vary depending on the individual SAP as well as the geographic region. To obtain specific information about a SAP's fees, we strongly encourage you to contact the SAP directly. In certain instances, your employer's Employee Assistance Program (EAP) may cover the costs associated with SAP services.
Is this your brand?
The exact fixes for Willroth Consulting
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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.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/willrothconsulting
Cite this score: Engagemii (2026). "AEO Score for Willroth Consulting." Retrieved from https://engagemii.com/aeo/brands/willrothconsulting
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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