AI Visibility Scorecard
clockworkpi
Somewhat visible. AI bots can read clockworkpi, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
ChatGPT
6
AEO Visibility
iBorderline · 5.6/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About clockworkpi
from our crawl and measurement
clockworkpi is a business whose own site puts it this way: "ClockworkPi is an open source & open hardware community." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.6 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
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
Weak
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
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Strong
Forum and community discussion.
Social Mentions
Good
Social discussion and mentions.
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 5.6/10, clockworkpi has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for clockworkpi
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 September 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/forum-clockworkpi
Cite this score: Engagemii (2026). "AEO Score for clockworkpi." Retrieved from https://engagemii.com/aeo/brands/forum-clockworkpi
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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