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AI Visibility Scorecard
eQuill Labs
equilllabs.com · Technology
Somewhat visible. AI bots can read eQuill Labs, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#256,937 of 2,655,274 in Technology for AI visibility
5.9
/10
AEO Score
About eQuill Labs
from our crawl and measurement
"Building tools to enrich our digital lives. Open-source AI engineering by Justin Parker." That is how eQuill Labs introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.8 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, Person) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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, eQuill Labs has a working base to build on - fixable, and the signals above are where to start.
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/equilllabs
Cite this score: Engagemii (2026). "AEO Score for eQuill Labs." Retrieved from https://engagemii.com/aeo/brands/equilllabs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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