AI Visibility Scorecard
the hatch wines
hatchwines.com · Food & Beverage
Borderline visible. AI bots can crawl the hatch wines, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#873,449 of 1,393,807 in Food & Beverage for AI visibility
4
AEO Visibility
iBorderline · 4/10
10
Muse Index Score
iAI agent readiness
Transactable · 10/100
0
AI Adoption
iNone detected · 0/100
About the hatch wines
from our crawl and measurement
The Hatch Winery is a business whose own site puts it this way: "The Hatch in West Kelowna serves up eccentric wines, laid-back tastings, and unapologetically fun vibes. Explore one of the Okanagan’s most unconventional wineries." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 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
Strong
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 4/10, the hatch wines is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is The Hatch?
On paper, a tasting room. In reality, a glorious experiment in wine, art, and not taking things too seriously. Born of fermented dreams and questionable decisions, The Hatch is a haven for the odd, the inspired, and the mildly unhinged - tucked away in the wilds of West Kelowna.We are winemakers, label scribblers, cellar-dwellers, and storytellers. We believe in great wine, bad jokes, and ignoring the rulebook.
Is this your brand?
The exact fixes for the hatch wines
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.
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Source & Attribution
Scored by Engagemii on October 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hatchwines
Cite this score: Engagemii (2026). "AEO Score for the hatch wines." Retrieved from https://engagemii.com/aeo/brands/hatchwines
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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