AI VISIBILITY SCOREAS OF 2026-08-01 · ENGAGEMII INDEX
3.0/ 10

#236,352 OF 264,030 IN MANUFACTURING & INDUSTRIAL

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

Forge & Foundry

Forge & Foundry

Unclaimed

forgeandfoundry.org · Manufacturing & Industrial

At 3/10, Forge & Foundry 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

#236,352 of 264,030 in Manufacturing & Industrial for AI visibility

3

AEO Visibility

i

Near-invisible · 3/10

0

Muse Index Score

i

AI agent readiness

Basic · 0/100

0

AI Adoption

i

None detected · 0/100

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About Forge & Foundry

from our crawl and measurement

Forge & Foundry is a business whose own site puts it this way: "A person is daily led / leads themselves into situations where heat is applied & hammered for the process of transforming them into a meaning-filled futureFOUNDRY - Metals are cast into." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 out of 10.

On the page it is passable on a workable page structure, basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business, a clearly stated business identity and credibility markers like credentials or reviews.

Off the page, almost no other sites link to it, the domain does not yet read as established, 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.

The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Manufacturing & Industrial
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

Clear headings and answer-style content.

Entity Clarity

4

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

5

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 3/10, Forge & Foundry is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Forge & Foundry: 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 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/forgeandfoundry-org

Cite this score: Engagemii (2026). "AEO Score for Forge & Foundry." Retrieved from https://engagemii.com/aeo/brands/forgeandfoundry-org

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

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