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AI Visibility Scorecard

Community Forge

Community Forge

Unclaimed

www.forge.community Β· Nonprofits

Borderline visible. AI bots can crawl Community Forge, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#368,118 of 622,688 in Nonprofits for AI visibility

4.6

/10

AEO Score

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About Community Forge

from our crawl and measurement

Community Forge is a Wilkinsburg, PA business whose own site puts it this way: "Your dollars and labor will go directly to supporting free community programming, beautifying our grounds for all to enjoy, and subsidizing community service organizations." When AI engines look at it, they find little to work with. It scores 4.6 out of 10.

Our crawl found a sitemap, a readable heading structure, substantial page content. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file.

Industry Β· Nonprofits
Last scored Β· Jul 31, 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

7

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

4

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

7

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 Trust

2

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

1

Press and news coverage.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 4.6/10, Community Forge is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Community Forge: Nonprofits & Giving

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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/www-forge-community

Cite this score: Engagemii (2026). "AEO Score for Community Forge." Retrieved from https://engagemii.com/aeo/brands/www-forge-community

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

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