AI Visibility Scorecard
Batch 22
batch22.com · Food & Beverage
Somewhat visible. AI bots can read Batch 22, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 9 times
Meta AI · Claude · Apple Intelligence
#163,761 of 1,394,115 in Food & Beverage for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Batch 22
from our crawl and measurement
Batch 22 describes itself simply: "Discover Batch 22, a smooth, modern take on New American Aquavit. Crafted with bold botanicals for a fresh twist on tradition. Try this unforgettable spirit today!." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, 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 few credibility markers. What holds it back is structured data describing the business.
Off the page, almost no other sites link to it, 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. Those are earned elsewhere on the web, not fixed on the site itself.
It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 5.4/10, Batch 22 has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Its origins?
Aquavit, which translates to “water of life,” originated in Scandinavia and has roots that trace back to the 15th century. Traditionally, it is distilled from grain or potatoes, similar to vodka, but aquavit undergoes an additional infusion process to develop its signature flavors. Early versions of aquavit were crafted for medicinal purposes and were thought to promote health and digestion.
Is this your brand?
The exact fixes for Batch 22
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Batch 22.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/batch22
Cite this score: Engagemii (2026). "AEO Score for Batch 22." Retrieved from https://engagemii.com/aeo/brands/batch22
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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