AI Visibility Scorecard
grumpyguypens.com · Media & Entertainment
At 2.19/10, Grumpy Guy Pens is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
7
AI Naming Predictability
iRarely named · 7/100
Media & Entertainment average 17
Top 50% of Media & Entertainment
See what's behind this score →2.19
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
See what's behind this score →50
Muse Index Score
iAI agent readiness
Transactable · 50/100
Media & Entertainment average 15
See what's behind this score →0
from our crawl and measurement
Grumpy Guy Pens is a business whose own site puts it this way: "Handmade pens. Handcrafted pens. Ballpoint pens, Rollerball pens, and Fountain pens. Handmade wood pens, handmade resin pens." When AI engines look at it, they find little to work with. It scores 2.19 out of 10.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have read this profile 2 times in our tracking, including ClaudeBot (Anthropic).
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
-
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.19/10, Grumpy Guy Pens is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
What's on sale?
Here you will find my collection of handmade sale priced items. The pens and other items here are discounted for a few reasons they may be damaged in some way, such as the finish is chipped. Some of the items may be pens that I don't plan on making anymore for different reasons. The good news is they still work fine the better news is you can get these items for 20% - 30% or more off. Thick click pen. Bocote wood.
Is this your brand?
The exact fixes for Grumpy Guy Pens
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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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Grumpy Guy Pens lists 143 products, 135 in stock, priced 6.00 to 92.00.
Machine-readable copy: the product feed (JSON).
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/grumpyguypens
Cite this score: Engagemii (2026). "AEO Score for Grumpy Guy Pens." Retrieved from https://engagemii.com/aeo/brands/grumpyguypens
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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