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AI Visibility Scorecard
Ben Garrard — Experience
bengarrard.com · Automotive
At 3/10, Ben Garrard — Experience is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#290,398 of 327,700 in Automotive for AI visibility
3
/10
AEO Score
About Ben Garrard — Experience
from our crawl and measurement
Ben Garrard Experience describes itself simply: "Ben Garrard, building the Genuine System of Agents. Senior engineer, systems architect, and operator of the Experience mesh. View decisions, research, and shipped work." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.
On the page it is passable on a partly stated business identity and basic crawler access. What holds it back is a heading structure that lays out what it offers, structured data describing the business, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 3/10, Ben Garrard — Experience is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Ben Garrard — Experience
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on July 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bengarrard
Cite this score: Engagemii (2026). "AEO Score for Ben Garrard — Experience." Retrieved from https://engagemii.com/aeo/brands/bengarrard
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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