AI Visibility Scorecard
Frog Pen | Unique Writing Instruments Store
frogpen.com · E-commerce
Somewhat visible. AI bots can read Frog Pen | Unique Writing Instruments Store, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · Meta AI
#205,366 of 737,229 in E-commerce for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Frog Pen | Unique Writing Instruments Store
from our crawl and measurement
Frog Pen is a business whose own site puts it this way: "Handcrafted writing instruments, Rollerball Pens, Fountain Pens, Ballpoint Pens and Pencils. Experience writing in a new way." Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Store, Organization, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). By its own structured data it is a retail business.
The 6 signals AI reads
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Fair
Inbound links from other sites.
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 5.1/10, Frog Pen | Unique Writing Instruments Store has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Frog Pen | Unique Writing Instruments Store
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/frogpen
Cite this score: Engagemii (2026). "AEO Score for Frog Pen | Unique Writing Instruments Store." Retrieved from https://engagemii.com/aeo/brands/frogpen
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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