AI Visibility Scorecard
loushackleton.com · Professional Services
Borderline visible. AI bots can crawl Lou Shackleton, 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
#358,641 of 526,842 in Professional Services for AI visibility
4
AEO Visibility
iBorderline · 4.1/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
?
AI Adoption
iNone detected · -/100
from our crawl and measurement
Lou Shackleton Design for life, work, and organisations from the Change-maker and Sense-maker in Chief is a business whose own site puts it this way: "Whether you’re creating change in your own life, at work, or in your business, I’m here to help you to make choices that lead to more delight for yourself and others." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
Strong · Good · Fair · Weak
Structured Data
Weak
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
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.
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 4.1/10, Lou Shackleton is crawlable but under-signaled - fixable, and the signals above are where to start.
What do I mean by design?
My definition of intent is this one: the rendering of intent. “Design means choosing an intent, and then making that intent real in the world.” This is my favourite definition of design, from Jared Spool. The results of the design process might be a chair, a phone, a website or a healthcare service. Whichever it is, we can design these things so that they delight or frustrate the people who use them.
making intent real. got it. sounds, er simple…?
It is, in a way, because that’s what we’re trying to do. Simplify things. But, as humans, we can make things pretty complicated pretty quickly when left to our own devices. And that single line from Spool, presented on its own, implies that ‘making that intent real in the world’ is a simple next step. It’s not. It’s complicated, messy, confusing. And there’s another concept we can borrow from design to help us here.
Is this your brand?
The exact fixes for Lou Shackleton
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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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Scored by Engagemii on August 13, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/loushackleton
Cite this score: Engagemii (2026). "AEO Score for Lou Shackleton." Retrieved from https://engagemii.com/aeo/brands/loushackleton
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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