AI Visibility Scorecard
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 9 times
Claude · ChatGPT · Meta AI · Apple Intelligence
#74,381 of 738,818 in E-commerce for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
50
Muse Index Score
iAI agent readiness
Transactable · 50/100
0
AI Adoption
iNone detected · 0/100
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 4.2 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).
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
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.
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 4.2/10, C321 Boutique is crawlable but under-signaled - fixable, and the signals above are where to start.
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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.
C321 Boutique lists 885 products, 137 in stock, priced 0.75 to 298.00.
The full list of every product we captured is in the product feed (JSON).
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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