AI Visibility Scorecard
neunbartools.com · E-commerce
Borderline visible. AI bots can crawl Neunbar, 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
#207,915 of 739,375 in E-commerce for AI visibility
27
AI Naming Predictability
iRarely named · 27/100
E-commerce average 18
Top 35% of E-commerce
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in E-commerce average 9. Claim your page and Engagemii is your first.
See what's behind this score →80
Muse Index Score
iAI agent readiness
Transactable · 80/100
E-commerce average 27
See what's behind this score →0
from our crawl and measurement
Neunbar describes itself simply: "The Rook is a new approach to WDT. It resolves coffee clumps effectively with just a few spins. Our ergonomic handle makes spinning an absolute joy." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (Organization, WebSite, Product), an llms.txt file for AI models and a sitemap.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4/10, Neunbar is crawlable but under-signaled - fixable, and the signals above are where to start.
Spot the difference?
The same water, the same coffee, and exactly 18g for both shots. While the right one flows beautifully, the left one shows channeling and its lighter colour indicates that the coffee is underextracted.For the left espresso we didn't use any distribution tool and tamped just slightly uneven. The difference is striking.
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The exact fixes for Neunbar
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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.
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Neunbar lists 6 products, 4 in stock, priced 1.00 to 89.00.
Machine-readable copy: the product feed (JSON).
Scored by Engagemii on August 18, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/neunbartools
Cite this score: Engagemii (2026). "AEO Score for Neunbar." Retrieved from https://engagemii.com/aeo/brands/neunbartools
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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