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Sam Frederick
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. Sam Frederick just got measured.
4/10 means Sam Frederick is borderline visible. AI bots can crawl your site but your structured-data signals are thin. You are at risk of being skipped when buyers ask AI for a recommendation.
About Sam Frederick
I'm Sam Frederick. Product and customer experience leader based out of Boston, MA.
Key Topics
Details
Category: Food & Beverage
sfr.ioAI Visibility Breakdown
1
Structured Data
7
Content Structure
5
Entity Clarity
2
E-E-A-T Signals
6
Technical AEO
3
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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Your Ingredient Label Has a Story. Is Anyone Telling It?
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
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Source & Attribution
Scored by Engagemii on June 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/sfr-io
Cite this score: Engagemii (2026). "AEO Score for Sam Frederick." Retrieved from https://engagemii.com/aeo/brands/sfr-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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