AI Visibility Scorecard
Collective Leadership
drmariestopforth.com · Professional Services
Somewhat visible. AI bots can read Collective Leadership, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#102,260 of 525,804 in Professional Services for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Collective Leadership
from our crawl and measurement
Home is a business whose own site puts it this way: "Helping senior leadership teams improve how they think, decide and work together through assessment, development, coaching and facilitation." Its AI visibility score is 5.4 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
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
Fair
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 5.4/10, Collective Leadership has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
How effective is your team's collective leadership?
The Collective Leadership Framework describes six capabilities that enable leadership teams to think, decide and act together effectively. Complete the short Collective Leadership Assessment to explore the conditions that support collective leadership, how effectively your team thinks and acts together, and the impact this has across the organisation.
Not sure where to start?
If you want a quick indication of where your leadership team may benefit from greater focus, start with the Collective Leadership Assessment. Or, if you'd prefer to talk through what's happening in your team, book an introductory conversation.Or explore all services
Is this your brand?
The exact fixes for Collective Leadership
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 September 26, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/drmariestopforth
Cite this score: Engagemii (2026). "AEO Score for Collective Leadership." Retrieved from https://engagemii.com/aeo/brands/drmariestopforth
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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