AI Visibility Scorecard
Cellar Builder Guide
cellarbuilderguide.com · Home & Living
Borderline visible. AI bots can crawl Cellar Builder Guide, 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
#1,195,344 of 1,378,268 in Home & Living for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
Home & Living average 5
Top 51% of Home & Living
See what's behind this score →4
-
Network Authority
iNot connected yet
Home & Living average 0.0
0 relationships · Home & Living average 2
See what's behind this score →25
Muse Index Score
iAI agent readiness
Basic · 25/100
Home & Living average 21
See what's behind this score →0
About Cellar Builder Guide
from our crawl and measurement
Cellar Builder Guide is a business whose own site puts it this way: "Independent planning guidance and confidential introductions for professionally designed residential wine rooms and cellars." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (Organization, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
- Company ·
- Cellar Builder Guide
- Website ·
- cellarbuilderguide.com
- Industry ·
- Home & Living
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Sep 16, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
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
Weak
No inbound links found yet.
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 read your site and name it in answers. At 3.5/10, Cellar Builder Guide is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What are you planning?
Use the directory to find firms whose capabilities align with the character and complexity of your project.01Architectural glass roomsFor collections designed as part of the living space.↗02Traditional cellarsFor timber, masonry, and old-world material palettes.↗03Room conversionsFor basements, under-stair spaces, and existing rooms.↗The room is the brief
Is this your brand?
The exact fixes for Cellar Builder Guide
Which AI engines already crawl you
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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 September 16, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cellarbuilderguide
Cite this score: Engagemii (2026). "AEO Score for Cellar Builder Guide." Retrieved from https://engagemii.com/aeo/brands/cellarbuilderguide
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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