AI Visibility Scorecard
Stephan Robberts
stephanrobberts.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Stephan Robberts, 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.
AI engines read this profile 1 times
Claude
#156,847 of 268,051 in Manufacturing & Industrial for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Stephan Robberts
from our crawl and measurement
"Skip to content Get in touch +44 (0)20 7074 9949 | [email protected] Toggle Navigation Stephan Robberts A specialist in not specialisingPolymath /ˈpälēˌmaTH/ • noun: a human Swiss Army." That is how Stephan Robberts Designer introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 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.
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
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.
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 4.4/10, Stephan Robberts is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Stephan Robberts
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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 18, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/stephanrobberts
Cite this score: Engagemii (2026). "AEO Score for Stephan Robberts." Retrieved from https://engagemii.com/aeo/brands/stephanrobberts
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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