AI Visibility Scorecard
Grug Notes
grugnotes.com · Technology
Somewhat visible. AI bots can read Grug Notes, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Claude · Meta AI · Apple Intelligence
#181,433 of 2,705,907 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
4
AI Adoption
iBasic · 4/100
About Grug Notes
from our crawl and measurement
Grug Notes works in Technology. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places and missing in others.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic), Meta AI and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
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
Good
Forum and community discussion.
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 5.9/10, Grug Notes has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
A canoe company making software?
Grug Notes is a product from Kamanu Composites. Yes, we make canoes. We design them, build them from scratch, and sell them directly to customers. We do everything in-house to a fault — including building our own software since 2008. In 2020, we made 900,000 face shields and stayed organized with Roam Research. We learned a lot about scale, note-taking, and life.
Is this your brand?
The exact fixes for Grug Notes
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/grugnotes
Cite this score: Engagemii (2026). "AEO Score for Grug Notes." Retrieved from https://engagemii.com/aeo/brands/grugnotes
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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