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AI Visibility Scorecard
C321 Boutique
cottage321.com · E-commerce
Borderline visible. AI bots can crawl C321 Boutique, 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 5 times
ChatGPT · Claude · Apple Intelligence
#298,855 of 639,048 in E-commerce for AI visibility
4.5
/10
AEO Score
About C321 Boutique
from our crawl and measurement
C321 Boutique describes itself simply: "After 14 years of storefront I have decided to retire and close it. You can still find Farmhouse Paint, Iron Orchid Design items as well as furniture & vintage finds in my booth at." When AI engines look at it, they find little to work with. It scores 4.5 out of 10.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 4 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
1
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 4.5/10, C321 Boutique is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for C321 Boutique
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for C321 Boutique.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cottage321
Cite this score: Engagemii (2026). "AEO Score for C321 Boutique." Retrieved from https://engagemii.com/aeo/brands/cottage321
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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