#1,724,208 OF 1,962,745 IN MEDIA & ENTERTAINMENT
⚡ This is your brand? Claim your page FREE and bring it to life on AI search.
AI Visibility Scorecard
Kernel Collaborative
kernelcollab.com · Media & Entertainment
At 2.9/10, Kernel Collaborative is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 1 times
Claude
#1,724,208 of 1,962,745 in Media & Entertainment for AI visibility
3
AEO Visibility
iNear-invisible · 2.9/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Kernel Collaborative
from our crawl and measurement
Kernel Collaborative is a business whose own site puts it this way: "An independent literary and arts magazine based in the Hudson Valley, dedicated to care as resistance, joy as a battlecry, and the love behind the fight." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.9 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
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
Good
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
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 2.9/10, Kernel Collaborative is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Kernel Collaborative
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Kernel Collaborative.
Source & Attribution
Scored by Engagemii on September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kernelcollab
Cite this score: Engagemii (2026). "AEO Score for Kernel Collaborative." Retrieved from https://engagemii.com/aeo/brands/kernelcollab
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