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AI Visibility Scorecard

Friends of Fumbelo

Friends of Fumbelo

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friendsoffumbelo.com · Education

Borderline visible. AI bots can crawl Friends of Fumbelo, 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 5 times

Meta AI · Claude · ChatGPT

#650,379 of 892,440 in Education for AI visibility

4

AEO Visibility

i

Near-invisible · 3.9/10

10

Muse Index Score

i

AI agent readiness

Basic · 10/100

0

AI Adoption

i

None detected · 0/100

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About Friends of Fumbelo

from our crawl and measurement

"Many of the children had lost their parents to AIDS and were being raised by their grandmothers." That is how Friends of Fumbelo of Wellesley, MA introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.

The site gets some of it right: it has structured data on the page (WebSite, LocalBusiness). What holds it back is what is absent, including an llms.txt file, a sitemap, a heading structure that lays out what it offers.

AI crawlers have visited the site once in our tracking, so the engines are already looking.

Industry · Education
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

4

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

Clear headings and answer-style content.

Entity Clarity

7

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

5

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

5

Inbound links from other sites.

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 3.9/10, Friends of Fumbelo is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Friends of Fumbelo: 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 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Friends of Fumbelo." Retrieved from https://engagemii.com/aeo/brands/friendsoffumbelo

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

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