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AI Visibility Scorecard

MFF

MFF

Unclaimed

marinferals.com Β· Nonprofits

At 2.8/10, MFF 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 1 times

Claude

#704,637 of 768,520 in Nonprofits for AI visibility

2.8

/10

AEO Score

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About MFF

from our crawl and measurement

MFF is a business whose own site puts it this way: "We are located in Marin County, California, north of San Francisco." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 out of 10.

Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry Β· Nonprofits
Last scored Β· Aug 10, 2026

The 6 signals AI reads

Higher is better Β· 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

3

Clear headings and answer-style content.

Entity Clarity

2

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

5

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

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 2.8/10, MFF is crawlable but under-signaled - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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Picked for MFF: 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 August 10, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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