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AI Visibility Scorecard

Merrily We Quilt Along

Merrily We Quilt Along

Unclaimed

mwqa.commentsold.com · E-commerce

Somewhat visible. AI bots can read Merrily We Quilt Along, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 2 times

Claude

#140,743 of 521,160 in E-commerce for AI visibility

5.2

/10

AEO Score

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About Merrily We Quilt Along

from our crawl and measurement

"Merrily We Quilt Along Merrily We Quilt Along is a full service quilt shop!." That is how Merrily We Quilt Along introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.

The page falls short on the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business, a heading structure that lays out what it offers, a clearly stated business identity, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.

Away from its own site, other sites link to it and the domain reads as established. There is some, but not much, sign that it barely surfaces on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and nobody is discussing it where AI engines look. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 69 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.

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

0

Clear headings and answer-style content.

Entity Clarity

1

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

3

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

AI Discoverability

1

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

10

Inbound links from other sites.

Domain Trust

5

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

3

Reddit mentions and discussion.

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 5.2/10, Merrily We Quilt Along has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for Merrily We Quilt Along

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/mwqa-commentsold

Cite this score: Engagemii (2026). "AEO Score for Merrily We Quilt Along." Retrieved from https://engagemii.com/aeo/brands/mwqa-commentsold

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

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