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AI Visibility Scorecard

John Long's Fish & Chips

John Long's Fish & Chips

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johnlongs.com · Food & Beverage

Somewhat visible. AI bots can read John Long's Fish & Chips, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 3 times

Claude · Apple Intelligence · Meta AI

#31,047 of 1,346,148 in Food & Beverage for AI visibility

6.1

/10

AEO Score

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About John Long's Fish & Chips

from our crawl and measurement

John Long's Fish & Chips describes itself simply: "<p>John Long's fish & chip shop is the best kept secret in Belfast. No fancy decor here, just good traditional fish & chips, our famous homemade pasties and a friendly welcome." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places and missing in others.

Our crawl found structured data on the page (WebSite, Organization, LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Food & Beverage
Last scored · Aug 8, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

9

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

5

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

9

Inbound links from other sites.

Domain Trust

3

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 6.1/10, John Long's Fish & Chips has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for John Long's Fish & Chips

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for John Long's Fish & Chips: Food & Beverage

Your Ingredient Label Has a Story. Is Anyone Telling It?

Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.

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Source & Attribution

Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for John Long's Fish & Chips." Retrieved from https://engagemii.com/aeo/brands/johnlongs

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

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