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AI Visibility Scorecard

Pittsburgh Mutual Aid

Pittsburgh Mutual Aid

Unclaimed

pittsburghmutualaid.com · Food & Beverage

Somewhat visible. AI bots can read Pittsburgh Mutual Aid, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 3 times

Claude · Meta AI

#310,511 of 1,367,374 in Food & Beverage for AI visibility

5

AEO Visibility

i

Borderline · 5.1/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

0

AI Adoption

i

None detected · 0/100

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About Pittsburgh Mutual Aid

from our crawl and measurement

Pittsburgh Mutual Aid is a business whose own site puts it this way: "To learn about newer mutual aid projects in the region, visit pghmutualaid.com.We were formerly an autonomous group that facilitated mutual aid in the Pittsburgh area." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.

The site is missing structured data describing the business, an llms.txt file and a sitemap.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).

Industry · Food & Beverage
Last scored · Aug 9, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

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

4

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

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 5.1/10, Pittsburgh Mutual Aid has a working base to build on - fixable, and the signals above are where to start.

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Picked for Pittsburgh Mutual Aid: 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 9, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Pittsburgh Mutual Aid." Retrieved from https://engagemii.com/aeo/brands/pittsburghmutualaid

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

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