AI Visibility Scorecard
Needle & Hook
2017.wordpress.net · Food & Beverage
Borderline visible. AI engines can read Needle & Hook, but Structured Data, E-E-A-T Signals and Reference Presence are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.
AI engines read this profile 10 times
ChatGPT · Claude · Perplexity · Meta AI
74
AI Naming Predictability
iNamed occasionally · 74/100
Food & Beverage average 12
Top 1% of Food & Beverage
See what's behind this score →4.50
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Food & Beverage average 2. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Food & Beverage average 18
See what's behind this score →0
About Needle & Hook
from our crawl and measurement
Needle & Hook is a business whose own site puts it this way: "We’re a brand new Townsville cafe offering a wide variety of espresso drinks, pastries, and sandwiches." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 4.50 out of 10, readable in places and missing in others.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have read this profile 10 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and PerplexityBot.
- Company ·
- Needle & Hook
- Website ·
- 2017.wordpress.net
- Industry ·
- Food & Beverage
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 8, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 4.50/10, Needle & Hook is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Needle & Hook
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Needle & Hook.
Source & Attribution
Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/2017-wordpress-net
Cite this score: Engagemii (2026). "AEO Score for Needle & Hook." Retrieved from https://engagemii.com/aeo/brands/2017-wordpress-net
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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