AI Visibility Scorecard
Hey Honey Muffin
honymfin.com · Media & Entertainment
Borderline visible. AI bots can crawl Hey Honey Muffin, 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 8 times
Meta AI · Claude · Perplexity · ShapBot
#848,826 of 1,966,525 in Media & Entertainment for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
?
AI Adoption
iNone detected · -/100
About Hey Honey Muffin
from our crawl and measurement
Hey Honey Muffin is a business whose own site puts it this way: "Hey Honey Muffin offers the most curated selection of modern-heirloom quilting patterns on the market." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
On the page itself the strengths are clear: a clearly stated business identity. It is passable on basic crawler access. What holds it back is structured data describing the business, a heading structure that lays out what it offers, sitemaps and entity links AI can follow and credibility markers like credentials or reviews.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4/10, Hey Honey Muffin is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Hey Honey Muffin
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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 July 5, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/honymfin
Cite this score: Engagemii (2026). "AEO Score for Hey Honey Muffin." Retrieved from https://engagemii.com/aeo/brands/honymfin
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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