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AI Visibility Scorecard

Guilder Coffee Co.

Guilder Coffee Co.

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guildercoffee.com · E-commerce

Borderline visible. AI bots can crawl Guilder Coffee Co., 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

#263,803 of 521,137 in E-commerce for AI visibility

4.4

/10

AEO Score

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About Guilder Coffee Co.

from our crawl and measurement

Guilder Coffee Co. is a business whose own site puts it this way: "Guilder Coffee Company is a 100% woman owned specialty coffee roasting company, located in Portland, Oregon. Guilder also operates 3 cafes including inside the famous Powell's City of Books." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.

On the page itself the strengths are clear: a clearly stated business identity and crawler access and the files AI engines look for. It is passable on some structured data and partial sitemap and link coverage. What holds it back is 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 and the domain is only lightly established. Beyond that, 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 · E-commerce
Last scored · Jul 30, 2026
Employees · 1-10
Founded · 2017

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

4

Clear headings and answer-style content.

Entity Clarity

7

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

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

AI Discoverability

6

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

1

Established authority for your domain.

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 4.4/10, Guilder Coffee Co. is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Guilder Coffee Co.

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Source & Attribution

Scored by Engagemii on July 30, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Guilder Coffee Co.." Retrieved from https://engagemii.com/aeo/brands/guildercoffee

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

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