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Benjamin Pannell
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. Two-thirds of websites are invisible to them. Benjamin Pannell just got measured.
3/10 means Benjamin Pannell is currently invisible to AI search. Most AI assistants will not cite your brand when asked about your category. Claiming and applying the fixes below is the fastest way to change that.
About Benjamin Pannell
Read about the products, projects and companies Ben has been involved in over his career, and the things that motivate him.
Details
Category: E-commerce
benjamin.pannell.devAI Visibility Breakdown
1
Structured Data
4
Content Structure
5
Entity Clarity
2
E-E-A-T Signals
6
Technical AEO
2
AI Discoverability
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Your full 6-category score breakdown
Exact fixes: robots.txt, schema, llms.txt
AI bot crawls from ChatGPT, Claude, Perplexity, Gemini
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The $4.6 Trillion Problem Every E-Commerce Brand Ignores
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Source & Attribution
Scored by Engagemii on May 22, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/benjamin-pannell-dev
Cite this score: Engagemii (2026). "AEO Score for Benjamin Pannell." Retrieved from https://engagemii.com/aeo/brands/benjamin-pannell-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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