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AI Visibility Scorecard

Stone Cottage Soapworks Inc.

Stone Cottage Soapworks Inc.

Unclaimed
⚠ Identity mismatch

menyarn.com · E-commerce

Borderline visible. AI bots can crawl Stone Cottage Soapworks Inc., 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

#369,807 of 637,934 in E-commerce for AI visibility

4.2

/10

AEO Score

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About Stone Cottage Soapworks Inc.

from our crawl and measurement

Stone Cottage Soapworks Inc., based in Bloomsbury, NJ, describes itself simply: "Menyarn - Yarn designed especially for men who knit for themselves. Color pallet created to appeal to masculine tastes with respect to traditional and modern design!." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.

Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.

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

Industry · E-commerce
Last scored · Aug 1, 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

7

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

3

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

7

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

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 4.2/10, Stone Cottage Soapworks Inc. is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Stone Cottage Soapworks Inc.

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Stone Cottage Soapworks Inc.: How-To

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.

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Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/menyarn

Cite this score: Engagemii (2026). "AEO Score for Stone Cottage Soapworks Inc.." Retrieved from https://engagemii.com/aeo/brands/menyarn

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

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