AI Visibility Scorecard
Code&Quill
codeandquill.com · E-commerce
Somewhat visible. AI bots can read Code&Quill, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#36,884 of 736,922 in E-commerce for AI visibility
6
AEO Visibility
iVisible · 6.2/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Code&Quill
from our crawl and measurement
"Code&Quill crafts beautiful notebooks for designers, developers, and creative professionals. We focus on smart, useful products that you can use every day." That is how Code&Quill introduces itself. Its AI visibility score is 6.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 6.2/10, Code&Quill has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Code&Quill
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Code&Quill.
Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codeandquill
Cite this score: Engagemii (2026). "AEO Score for Code&Quill." Retrieved from https://engagemii.com/aeo/brands/codeandquill
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform