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AI Visibility Scorecard

Friends of the Mill Pond

Friends of the Mill Pond

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smfomp.com · Nonprofits

At 3/10, Friends of the Mill Pond is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

AI engines read this profile 3 times

Apple Intelligence · Claude

#689,029 of 763,521 in Nonprofits for AI visibility

3

/10

AEO Score

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About Friends of the Mill Pond

from our crawl and measurement

Friends of the Mill Pond is a business whose own site puts it this way: "Their mission is to improve the water quality, wildlife environment, and overall ecosystem of the area while fostering community engagement and appreciation for this cherished local." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.

On the page itself the strengths are clear: a clearly stated business identity. It is passable on basic crawler access. What holds it back is a heading structure that lays out what it offers, sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.

Off the page there is only faint evidence that only a handful of sites link to it and the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).

Industry · Nonprofits
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

3

Clear headings and answer-style content.

Entity Clarity

8

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

6

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

1

Inbound links from other sites.

Domain Authority

1

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 3/10, Friends of the Mill Pond is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Friends of the Mill Pond

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Friends of the Mill Pond: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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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/smfomp

Cite this score: Engagemii (2026). "AEO Score for Friends of the Mill Pond." Retrieved from https://engagemii.com/aeo/brands/smfomp

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

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