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AI Visibility Scorecard
Kernel
kernel.sh · Technology
Somewhat visible. AI bots can read Kernel, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#527,422 of 2,706,628 in Technology for AI visibility
5.5
/10
AEO Score
About Kernel
from our crawl and measurement
Kernel describes itself simply: "Browser infrastructure for AI agents and web automations. Anti-bot detection, reusable sessions, fast spin-up, and autoscaling browsers." Its AI visibility score is 5.5 out of 10: the engines can find it, but they do not have much to hold on to.
Under the hood there is structured data on the page (WebSite, Organization, BreadcrumbList) and a sitemap, but the score is capped by what is missing: an llms.txt file, a heading structure that lays out what it offers.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
6
Forum and community discussion.
0
No Reddit mentions 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 5.5/10, Kernel has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Kernel
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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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/kernel-sh
Cite this score: Engagemii (2026). "AEO Score for Kernel." Retrieved from https://engagemii.com/aeo/brands/kernel-sh
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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