AI Visibility Scorecard
Sarah Cole Consultancy Limited
cole-forums.com · Media & Entertainment
Somewhat visible. AI bots can read Sarah Cole Consultancy Limited, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#558,703 of 1,964,803 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Sarah Cole Consultancy Limited
from our crawl and measurement
Exclusive Peer Support for CEOs, GCs and C-Suite Executives is a Swansea business whose own site puts it this way: "Join Cole Forums for exclusive bi-monthly peer support groups tailored for CEOs, GCs, and C-suite executives navigating personal and professional challenges." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (LocalBusiness) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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 5.1/10, Sarah Cole Consultancy Limited has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Sarah Cole Consultancy Limited
Which AI engines already crawl you
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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 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cole-forums
Cite this score: Engagemii (2026). "AEO Score for Sarah Cole Consultancy Limited." Retrieved from https://engagemii.com/aeo/brands/cole-forums
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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