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AI Visibility Scorecard
Lee Ferguson
fergusonknives.com · E-commerce
Somewhat visible. AI bots can read Lee Ferguson, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#128,013 of 666,811 in E-commerce for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Lee Ferguson
from our crawl and measurement
Lee Ferguson is a business whose own site puts it this way: "All are handmade from the finest materials available that are suitable for the use of the knife.The WOODCARVING KNIVES are handmade with tool steel blades and rosewood handles." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
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 once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
4
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
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
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
5
Social discussion and mentions.
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 5.4/10, Lee Ferguson has a working base to build on - fixable, and the signals above are where to start.
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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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fergusonknives
Cite this score: Engagemii (2026). "AEO Score for Lee Ferguson." Retrieved from https://engagemii.com/aeo/brands/fergusonknives
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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