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AI Visibility Scorecard

Harry's Fish and Chips

Harry's Fish and Chips

Unclaimed

harrysfishandchips.com · Food & Beverage

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

AI engines read this profile 2 times

Claude · Meta AI

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

5.5

/10

AEO Score

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About Harry's Fish and Chips

from our crawl and measurement

"Harry's Fish & Chips has been making the best fish and chips in Hamilton for over 35 years. Located on the Hamilton Mountain Harry's Fish & Chips." That is how Harry's Fish and Chips introduces itself. Its AI visibility score is 5.0 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a workable page structure. What holds it back is credibility markers like credentials or reviews and structured data describing the business.

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

Industry · Food & Beverage
Last scored · Aug 3, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

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

6

Experience, Expertise, Authority, Trust markers.

Technical AEO

9

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

8

Inbound links from other sites.

Domain Authority

1

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

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 5.5/10, Harry's Fish and 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 Harry's Fish and Chips

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Harry's Fish and Chips: 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 3, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Harry's Fish and Chips." Retrieved from https://engagemii.com/aeo/brands/harrysfishandchips

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

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