AI Visibility Scorecard
Needle Sharp
needle-sharp.com · Fashion & Apparel
Somewhat visible. AI bots can read Needle Sharp, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#42,867 of 245,569 in Fashion & Apparel for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Needle Sharp
from our crawl and measurement
Needle Sharp is a business whose own site puts it this way: "Needle Sharp offers modern and chic monthly sewing subscription boxes for making your own clothes, as well as high quality garment fabrics, gorgeous independent patterns, and one of a kind." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Strong
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 5.4/10, Needle Sharp has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Needle Sharp
Which AI engines already crawl you
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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 August 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/needle-sharp
Cite this score: Engagemii (2026). "AEO Score for Needle Sharp." Retrieved from https://engagemii.com/aeo/brands/needle-sharp
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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