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AI Visibility Scorecard

Bethany Edwards - Product and Material Innovator / Entrepreneur / Circular Economy Leader

Bethany Edwards - Product and Material Innovator / Entrepreneur / Circular Economy Leader

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bethanyedwards.com · Food & Beverage

Borderline visible. AI bots can crawl Bethany Edwards - Product and Material Innovator / Entrepreneur / Circular Economy Leader, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#1,023,357 of 1,348,150 in Food & Beverage for AI visibility

3.3

/10

AEO Score

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About Bethany Edwards - Product and Material Innovator / Entrepreneur / Circular Economy Leader

from our crawl and measurement

Bethany Edwards is a business whose own site puts it this way: "Bethany Edwards is an award-winning entrepreneur, product and material innovator, and creative business leader in the Circular Economy. Bethany Edwards is the inventor of Lia,...." When AI engines look at it, they find little to work with. It scores 3.3 out of 10.

Our crawl found structured data on the page (WebSite, LocalBusiness), a sitemap. It also found the gaps that keep answer engines guessing: an llms.txt file, a heading structure that lays out what it offers.

Industry · Food & Beverage
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

4

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

4

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

7

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

4

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 Trust

0

Little domain authority yet.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 3.3/10, Bethany Edwards - Product and Material Innovator / Entrepreneur / Circular Economy Leader is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Bethany Edwards - Product and Material Innovator / Entrepreneur / Circular Economy Leader

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Bethany Edwards - Product and Material Innovator / Entrepreneur / Circular Economy Leader: How-To

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 July 31, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/bethanyedwards

Cite this score: Engagemii (2026). "AEO Score for Bethany Edwards - Product and Material Innovator / Entrepreneur / Circular Economy Leader." Retrieved from https://engagemii.com/aeo/brands/bethanyedwards

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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