AI Visibility Scorecard
The Working End
iotlinefair.com · Other
Somewhat visible. AI bots can read The Working End, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
5
AEO Visibility
iBorderline · 5.2/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
4
AI Adoption
iBasic · 4/100
About The Working End
from our crawl and measurement
The Working End: twelve knots, and the way each one lets go describes itself simply: "A single-page rope reference: twelve working knots drawn step by step, what each is for, how each one fails, what a knot costs in strength, and how the fibre changes the answer." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, Article, Person), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
Weak
No inbound links found yet.
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 5.2/10, The Working End 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 October 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/iotlinefair
Cite this score: Engagemii (2026). "AEO Score for The Working End." Retrieved from https://engagemii.com/aeo/brands/iotlinefair
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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