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AI Visibility Scorecard

Small batch spirits, made from scratch

Small batch spirits, made from scratch

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thegrumpygoatdistillery.com · Other

At 1.3/10, Small batch spirits, made from scratch is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

AI engines read this profile 2 times

Claude · Apple Intelligence

1.3

/10

AEO Score

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About Small batch spirits, made from scratch

from our crawl and measurement

"Distillery website; must be at least 21 years of age Are you over 21 years of age?." That is how Small batch spirits, made from scratch introduces itself. As far as answer engines are concerned it may as well not exist yet: 1.3 out of 10.

The page falls short on a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business, a heading structure that lays out what it offers, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.

Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. 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). There is not much on the page to read either, about 24 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Other
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

1

Clear headings and answer-style content.

Entity Clarity

3

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

3

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

AI Discoverability

1

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

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 1.3/10, Small batch spirits, made from scratch is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Small batch spirits, made from scratch

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Small batch spirits, made from scratch: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Small batch spirits, made from scratch." Retrieved from https://engagemii.com/aeo/brands/thegrumpygoatdistillery

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

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