AI visibility score
4.1/ 10Fair
As of 2026-11-08 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Hogs Back Brewery

Hogs Back Brewery

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hogsback.co.uk · E-commerce

Borderline visible. AI engines can read Hogs Back Brewery, but Structured Data, E-E-A-T Signals and Backlinks are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.

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AI engines read this profile 1 times

Claude

76

AI Naming Predictability

i

Named occasionally · 76/100

E-commerce average 18

Top 3% of E-commerce

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4.1

AEO Visibility

i

Borderline · 4.1/10

E-commerce average 4.0

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in E-commerce average 9. Claim your page and Engagemii is your first.

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50

Muse Index Score

i

AI agent readiness

Transactable · 50/100

E-commerce average 27

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0

AI Adoption

i

None detected · 0/100

E-commerce average 0

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About Hogs Back Brewery

from our crawl and measurement

Hogs Back Brewery is a Tongham, Surrey business whose own site puts it this way: "Nestled in Surrey's picturesque village of Tongham, Hogs Back Brewery has crafted unique, classic ales and lagers since 1992." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 4.1 out of 10, readable in places and missing in others.

Our crawl found structured data on the page (Store, BreadcrumbList, WebSite), an llms.txt file for AI models and a sitemap.

By its own structured data it is a retail business.

Company ·
Hogs Back Brewery
Website ·
hogsback.co.uk
Industry ·
E-commerce
Location ·
Tongham, Surrey
Site status ·
Live (The website showed an active business site when last checked (Nov 1, 2026).)
Last scored ·
Nov 8, 2026

The 6 on-page signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Good

Clear headings and answer-style content.

Entity Clarity

Fair

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Strong

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

AI Discoverability

Strong

Sitemaps and entity links AI can follow.

The 6 off-page signals AI reads

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Strong

Recognized in AI knowledge graphs.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.1/10, Hogs Back Brewery is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→
Picked for Hogs Back Brewery: How-To

How to Get Your Company Named by ChatGPT, Gemini, and Claude

When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.

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Hogs Back Brewery lists 884 products, 409 in stock, priced 0.00 to 190.00.

Show 500 of 884 products

The full list of every product we captured is in the product feed (JSON).

Source & Attribution

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

Source URL: https://engagemii.com/aeo/brands/hogsback-co-uk

Cite this score: Engagemii (2026). "AEO Score for Hogs Back Brewery." Retrieved from https://engagemii.com/aeo/brands/hogsback-co-uk

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

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