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AI Visibility Scorecard

Chesebro Wines

Chesebro Wines

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chesebrowines.com · E-commerce

Borderline visible. AI bots can crawl Chesebro 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.

AI engines read this profile 1 times

Claude

#261,480 of 510,772 in E-commerce for AI visibility

4.4

/10

AEO Score

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About Chesebro Wines

from our crawl and measurement

Chesebro Wines is a Carmel Valley, CA business whose own site puts it this way: "We are passionate about true varietal expression, as well as preserving the unique voice of each vineyard site, from soil to glass." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.

On the page it is passable on basic crawler access. What holds it back is a heading structure that lays out what it offers, a clearly stated business identity, sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.

Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · E-commerce
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

3

Clear headings and answer-style content.

Entity Clarity

3

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

4

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

8

Inbound links from other sites.

Domain Trust

1

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 4.4/10, Chesebro Wines is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Chesebro Wines

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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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/chesebrowines

Cite this score: Engagemii (2026). "AEO Score for Chesebro Wines." Retrieved from https://engagemii.com/aeo/brands/chesebrowines

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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