AI Visibility Scorecard
Cab Franc Guild
cabfrancguild.com · Membership Organizations
At 3.5/10, Cab Franc Guild is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.
AI engines read this profile 1 times
Claude
<1
AI Naming Predictability
iRarely named · <1/100
Membership Organizations average 9
See what's behind this score →3.5
AEO Visibility
iNear-invisible · 3.5/10
Membership Organizations average 4.1
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses average 3. Claim your page and Engagemii is your first.
See what's behind this score →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Membership Organizations average 12
See what's behind this score →0
About Cab Franc Guild
from our crawl and measurement
Cab Franc Guild describes itself simply: "Skip to content Dec 4, 2026 Celebrate Cabernet Franc Join 18+ Livermore Valley Wineries for an unforgettable celebration of Cabernet Franc!" When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found structured data on the page (Organization, WebSite, ImageObject) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have read this profile once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Cab Franc Guild
- Website ·
- cabfrancguild.com
- Industry ·
- Membership Organizations
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 5, 2026
The 6 on-page 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
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
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 3.5/10, Cab Franc Guild is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Cab Franc Guild
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on November 5, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cabfrancguild
Cite this score: Engagemii (2026). "AEO Score for Cab Franc Guild." Retrieved from https://engagemii.com/aeo/brands/cabfrancguild
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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