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AI Visibility Scorecard
Stags' Leap Winery
stagsleap.com · Food & Beverage
Somewhat visible. AI bots can read Stags' Leap Winery, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Meta AI · Claude
#17,939 of 1,354,909 in Food & Beverage for AI visibility
6.3
/10
AEO Score
About Stags' Leap Winery
from our crawl and measurement
Stags' Leap Winery is a Napa, CA business whose own site puts it this way: "On one of California’s earliest wine estates, a unique terroir and ideal microclimate support a classical standard of viticulture, land use, and winemaking that is as relevant today as it." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.3 out of 10, readable in places and missing in others.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 6.3/10, Stags' Leap Winery has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Stags' Leap Winery
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/stagsleap
Cite this score: Engagemii (2026). "AEO Score for Stags' Leap Winery." Retrieved from https://engagemii.com/aeo/brands/stagsleap
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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