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AI Visibility Scorecard
Andrew Ledwith
ledwith.com · Professional Services
Borderline visible. AI bots can crawl Andrew Ledwith, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#164,576 of 207,655 in Professional Services for AI visibility
3.3
/10
AEO Score
About Andrew Ledwith
from our crawl and measurement
Andrew Ledwith is a business whose own site puts it this way: "Andrew Ledwith is a brand strategist helping organizations and leaders think clearly about brand so they make better strategic choices." When AI engines look at it, they find little to work with. It scores 3.3 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.3/10, Andrew Ledwith is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Andrew Ledwith
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ledwith
Cite this score: Engagemii (2026). "AEO Score for Andrew Ledwith." Retrieved from https://engagemii.com/aeo/brands/ledwith
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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