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AI Visibility Scorecard

GUILD

GUILD

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guildai.co · defense & space

At 2.2/10, GUILD 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#747,223 of 765,414 in Home & Living for AI visibility

2.2

/10

AEO Score

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About GUILD

from our crawl and measurement

GUILD is a business whose own site puts it this way: "GUILD is an AI-native defense contractor that turns government requirements into manufactured aerospace parts, from planning through delivery." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.2 out of 10.

On the page it is passable on some structured data and a partly stated business identity. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, 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 · defense & space
Last scored · Aug 1, 2026
Employees · 1-10
Founded · 2025

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

0

Clear headings and answer-style content.

Entity Clarity

6

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

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 Trust

0

Little domain authority yet.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

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 2.2/10, GUILD is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for GUILD

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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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/guildai-co

Cite this score: Engagemii (2026). "AEO Score for GUILD." Retrieved from https://engagemii.com/aeo/brands/guildai-co

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

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