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AI Visibility Scorecard

Langdon Cook

Langdon Cook

Unclaimed

langdoncook.com · Food & Beverage

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

AI engines read this profile 3 times

Claude · Apple Intelligence · Amazon Alexa

#161,408 of 1,354,826 in Food & Beverage for AI visibility

5.5

/10

AEO Score

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About Langdon Cook

from our crawl and measurement

Langdon Cook describes itself simply: "The Seattle Times says: Like Susan Orlean in The Orchid Thief, Seattle author Cook shines a light on a shady subculture operating at the seam between wilderness and commerce." Its AI visibility score is 5.5 out of 10: the engines can find it, but they do not have much to hold on to.

On the page it is passable on a workable page structure, a partly stated business identity and basic crawler access. What holds it back is credibility markers like credentials or reviews, sitemaps and entity links AI can follow and structured data describing the business.

Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established and it barely surfaces on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and nobody is discussing it where AI engines look. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Food & Beverage
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

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

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

10

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

1

Social discussion and mentions.

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 5.5/10, Langdon Cook has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for Langdon Cook

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Langdon Cook: 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 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Langdon Cook." Retrieved from https://engagemii.com/aeo/brands/langdoncook

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

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