AI Visibility Scorecard
John Fitch Distilling Co.
johnfitchdistilling.com · Technology
Borderline visible. AI bots can crawl John Fitch Distilling Co., 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.
AI engines read this profile 6 times
Claude · Apple Intelligence · Meta AI · ShapBot
#872,841 of 2,704,772 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
-
Network Authority
iNot connected yet
15
Muse Index Score
iAI agent readiness
Basic · 15/100
0
AI Adoption
iNone detected · 0/100
About John Fitch Distilling Co.
from our crawl and measurement
"Heritage bourbon distilled across Connecticut and Pennsylvania, the Liberty Ridge Region. Small-batch, story-driven spirits." That is how John Fitch Distilling Co. of South Windsor, CT introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (Distillery), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- John Fitch Distilling Co.
- Website ·
- johnfitchdistilling.com
- Industry ·
- Technology
- Location ·
- south windsor, connecticut
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- AEO score ·
- 4.2/10
- AI visibility ·
- Borderline
- AI naming ·
- <1/100
- Network Authority ·
- Not connected yet
- AI reads ·
- 6
- Last scored ·
- Aug 8, 2026
- Verified connections ·
- None yet
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
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
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
Strong
Inbound links from other sites.
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 4.2/10, John Fitch Distilling Co. is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for John Fitch Distilling Co.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnfitchdistilling
Cite this score: Engagemii (2026). "AEO Score for John Fitch Distilling Co.." Retrieved from https://engagemii.com/aeo/brands/johnfitchdistilling
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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