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AI Visibility Scorecard
Willoughby Robinson Associates
willoughby2000.com · Professional Services
Borderline visible. AI bots can crawl Willoughby Robinson Associates, 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 6 times
Claude · ChatGPT · Apple Intelligence · Meta AI
#241,533 of 496,728 in Professional Services for AI visibility
4.5
/10
AEO Score
About Willoughby Robinson Associates
from our crawl and measurement
"Serving clients in North Carolina and across states like Virginia, Florida, Maryland, New York and more, Willoughby Robinson Associates provides expert consulting in CPM scheduling, delay." That is how Willoughby Robinson Associates of Davidson, NC introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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.
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 4.5/10, Willoughby Robinson Associates is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Willoughby Robinson Associates
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/willoughby2000
Cite this score: Engagemii (2026). "AEO Score for Willoughby Robinson Associates." Retrieved from https://engagemii.com/aeo/brands/willoughby2000
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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