AI Visibility Scorecard
M.O.A.B. Hose Bib Wrench
moabwrench.com · Home & Living
At 0.82/10, M.O.A.B. Hose Bib Wrench is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Trust and News Mentions. That is fixable, and the signals below show where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
15
AI Naming Predictability
iRarely named · 15/100
Home & Living average 5
Top 14% of Home & Living
See what's behind this score →0.82
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Home & Living average 2. Claim your page and Engagemii is your first.
See what's behind this score →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Home & Living average 21
See what's behind this score →0
About M.O.A.B. Hose Bib Wrench
from our crawl and measurement
"Don't use channel locks to change your hose bib. Instead, use the M.O.A.B. Hose Bib Wrench. It's so easy anyone can change a hose bib." That is how M.O.A.B. Hose Bib Wrench introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 0.82 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
- Company ·
- M.O.A.B. Hose Bib Wrench
- Website ·
- moabwrench.com
- Industry ·
- Home & Living
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
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 0.82/10, M.O.A.B. Hose Bib Wrench is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
What does the wrench do + who is it for?
The M.O.A.B. Hose Bib Wrench can be used by anyone to easily remove and replace an external hose bib. It's so easy, check out our video. Plumbers Homeowners Handyman
Is this your brand?
The exact fixes for M.O.A.B. Hose Bib Wrench
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/moabwrench
Cite this score: Engagemii (2026). "AEO Score for M.O.A.B. Hose Bib Wrench." Retrieved from https://engagemii.com/aeo/brands/moabwrench
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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