AI visibility score
4.4/ 10Fair

#396,011 of 738,283 in E-commerce

As of 2026-08-08 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

lostbreweries

lostbreweries

Unclaimed

lostbreweries.com · E-commerce

Borderline visible. AI bots can crawl lostbreweries, 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.

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AI engines read this profile 5 times

Claude · Meta AI · ShapBot

#396,011 of 738,283 in E-commerce for AI visibility

62

AI Naming Predictability

i

Likely to be named · 62/100

4

AEO Visibility

i

Borderline · 4.4/10

50

Muse Index Score

i

AI agent readiness

Transactable · 50/100

0

AI Adoption

i

None detected · 0/100

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About lostbreweries

from our crawl and measurement

About lostbreweries describes itself simply: "As a collector of vintage breweriana, I've taken my collection of classic beer labels, digitally cleaned and enhanced them to produce high quality pint glasses and memorabilia with a clean." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.

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

Industry · E-commerce
Last scored · Aug 8, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Good

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Fair

Clear headings and answer-style content.

Entity Clarity

Good

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

Fair

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.4/10, lostbreweries is crawlable but under-signaled - 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 lostbreweries: 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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lostbreweries lists 128 products, 128 in stock, priced 28.99 to 49.99.

Show all 128 products

Machine-readable copy: the product feed (JSON).

Source & Attribution

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

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

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

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

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