AI Visibility Scorecard
Forge Cellars
forgecellars.com · Food & Beverage
Somewhat visible. AI bots can read Forge Cellars, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Claude · Apple Intelligence · Meta AI
#295,326 of 1,394,000 in Food & Beverage for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Forge Cellars
from our crawl and measurement
"Forge Cellars is committed to exploring the unique terroir of the southeastern side of Seneca Lake." That is how Forge Cellars of Burdett, NY introduces itself. Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness), 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).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Fair
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 5.1/10, Forge Cellars has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Forge Cellars
Which AI engines already crawl you
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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 August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/forgecellars
Cite this score: Engagemii (2026). "AEO Score for Forge Cellars." Retrieved from https://engagemii.com/aeo/brands/forgecellars
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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