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AI Visibility Scorecard

Donna Fenn

Donna Fenn

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donnafenn.com · Food & Beverage

Borderline visible. AI bots can crawl Donna Fenn, 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 6 times

Meta AI · Claude · Amazon Alexa · ChatGPT

#456,695 of 1,362,529 in Food & Beverage for AI visibility

4.8

/10

AEO Score

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About Donna Fenn

from our crawl and measurement

Donna Fenn is a business whose own site puts it this way: "<p>I am a journalist/author and professional public speaker who has been writing about small business and entrepreneurship for more than 30 years." When AI engines look at it, they find little to work with. It scores 4.8 out of 10.

Our crawl found structured data on the page (WebSite, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.

AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic), AmazonBot (Alexa AI) and GPTBot (ChatGPT).

Industry · Food & Beverage
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

4

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

2

Clear headings and answer-style content.

Entity Clarity

3

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

3

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

AI Discoverability

3

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

9

Inbound links from other sites.

Domain Authority

3

Established authority for your domain.

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 4.8/10, Donna Fenn is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Donna Fenn: 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 August 2, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Donna Fenn." Retrieved from https://engagemii.com/aeo/brands/donnafenn

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

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