Kernel

Visibility14

Vibe75

Businesses/Developer Tools & Infrastructure/Kernel

AI Visibility & Sentiment

Kernel

Kernel builds fast, open-source infrastructure that enables developers to create AI agents capable of interacting with the internet. They specialize in browser automation with sub-30ms launch times, session management, and stealth capabilities for agent-based web interactions.

Active Monitoring

kernel.sh

Developer Tools & Infrastructure

AI Visibility Score

14/100

Invisible

Sentiment Score

75/100

AI Perception

Summary

Kernel is currently a ghost in the mainstream AI developer ecosystem, suffering a total blackout on ChatGPT and AI Overviews despite showing elite-level potential for high-frequency agent architects. While Gemini and Claude occasionally recognize Kernel as a top-tier infrastructure provider for scaling Playwright scripts, the brand is being systematically erased by competitors like Browserbase and Bright Data in critical conversations around bot detection and session persistence.

Value Proposition

The fastest browser infrastructure for AI agents, offering sub-30ms browser launches, stealth mode for captcha solving, and open-source tooling that co-locates agents with browsers for minimal latency

Overview

Mission

Building crazy fast, open source infrastructure for agents to access the internet

Products & Services

Sandboxed Chromium browser infrastructureCDP and CUA API accessSession recording and replay (o11y)Stealth mode with captcha solvingProfile and session data persistence

Agent Breakdown

AI Platforms

How often do different AI platforms reference Kernel?

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Conversation Analysis

Topics

What conversations is Kernel included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Kernel to, and when?

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Programmatic Testing

Sample Conversations

We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

ChatGPT

Claude

Gemini

AI Overviews

AI Agent Infrastructure Planning(2 queries)

“help me find a way to run headless browsers for my ai agent that won't take forever to spin up, i need sub-50ms launch times”

0/4 platforms mentioned

ChatGPT

1.Chromium

2.Chrome

3.Playwright

4.Puppeteer

5.chrome-remote-interface

+12 more

Claude

1.Playwright

2.Chromium

3.Browserless.io

4.Puppeteer Cloud

5.Upstash Browser Automation

+9 more

Gemini

1.Chromium

2.Chrome

3.Docker

4.Puppeteer Core

5.Node.js

+9 more

AI Overviews

1.Browserless.io

2.Fast.io

3.Hyperbrowser

4.Browserbase

5.Chrome for Developers

+1 more

“what's the best infrastructure for scaling playwright scripts for an autonomous agent project, looking for something that handles the hosting”

2/3 platforms mentioned

Claude

1.Kernel

2.Playwright

3.GitHub

4.Cloudflare Workers

5.Playwright

+14 more

Gemini

1.Playwright

2.Kubernetes

3.Docker

4.KEDA

5.Prometheus

10.Kernel

+14 more

AI Overviews

1.Playwright

2.Chrome DevTools Protocol

3.Browserbase

4.Browserless.io

5.LangChain

+9 more

Bypassing Bot Detection And Session Persistence(1 query)

“how can I keep my ai agent logged into websites without getting blocked or having to solve captchas every time, what specific services should I buy”

0/4 platforms mentioned

ChatGPT

1.Auth0

2.Okta

3.AWS Cognito

4.AWS Secrets Manager

5.Azure Key Vault

+19 more

Claude

1.Bright Data

2.Oxylabs

3.Smartproxy

4.Infatica

5.2Captcha

+5 more

Gemini

1.Bright Data

2.Luminati

3.Oxylabs

4.Smartproxy

5.IPRoyal

+12 more

AI Overviews

1.Browserbase

2.Skyvern

3.Firecrawl

4.ParseHub

5.Bright Data

+7 more

Browser Observability And Debugging(1 query)

“i need a way to record and replay browser sessions for my web scraping bot to see where it's breaking, any tool recommendations?”

0/4 platforms mentioned

ChatGPT

1.Playwright

2.mitmproxy

3.BrowserUp Proxy

4.rrweb

5.Puppeteer

+9 more

Claude

1.Selenium

2.Selenoid

3.BrowserStack

4.Playwright

5.Cypress

+3 more

Gemini

1.Chrome DevTools

2.Firefox Developer Tools

3.Puppeteer Recorder

4.Puppeteer

5.Playwright Inspector

+8 more

AI Overviews

1.Playwright Trace Viewer

2.Puppeteer

3.Chrome DevTools Recorder

4.Browserless

5.Browserbase

+9 more

Browser Automation Platform Trust & Reviews(1 query)

“most reliable headless browser hosting providers for 2026, looking for fast and open source friendly options”

0/4 platforms mentioned

ChatGPT

1.Browserless

2.Puppeteer

3.Playwright

4.Chromium

5.Apify

+15 more

Claude

1.BrowserBase

2.Bright Data

3.Luminati

4.ScrapingBee

5.Browserless

+8 more

Gemini

1.Scrapingbee

2.Scrapy

3.Puppeteer

4.Playwright

5.Zyte

+19 more

AI Overviews

1.Playwright

2.Puppeteer

3.Browserless

4.Steel.dev

5.Browserbase

+5 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Strong resonance with 'High-Frequency Agent Architects' who see a 38% mention rate, significantly outperforming other persona segments.

Strength

High-authority positioning on Claude and Gemini for 'reliable headless browser hosting' and 'infrastructure for scaling Playwright,' where it has secured #1 rankings.

Strength

Positive sentiment across mentions, indicating that when Kernel is found, it is viewed as a high-quality solution.

Gap

Zero visibility on ChatGPT and Google AI Overviews, the two most critical entry points for developers researching new infrastructure.

Gap

Complete failure to appear in 'Bypassing Bot Detection' and 'Session Persistence' queries, which are the primary technical pain points for its target audience.

Gap

Invisible to the 'AI Solo Founder' persona, a high-growth segment currently being captured entirely by Playwright and browserless.

Opportunity

Displace 'browserless' and 'Browserbase' in the 'Browser Observability' niche by publishing technical documentation that LLMs can index as the definitive source for recording and replaying sessions.

Opportunity

Capitalize on the 27% mention rate in Gemini by optimizing for long-tail 'infrastructure planning' queries where competitors like Selenium are lagging.

Technical Health

Site Health for AI Visibility

How well Kernel's website is optimized for AI agent discovery and comprehension.

76/100

8 passed 2 warnings 5 issues

Audited 2/27/2026

Crawlability93

Can AI bots find your pages?

Technical80

SSL, mobile, doctype basics

On-Page SEO58

Titles, descriptions, headings

Content Quality55

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG77

Open Graph, Twitter cards

AI Readability85

How well AI can parse your content

Critical Issues

Page returns a 404 error

Fix the underlying issue causing the error. 404s should be redirected or the link removed.

Page has no title tag

Add a <title> tag describing the page content (50-60 characters).

Page has no meta description

Add a <meta name="description"> tag summarizing the page (150-160 characters).

Page has no H1 heading

Add a single H1 tag as the main page heading.

Content is too thin

Expand your content to at least 300-500 words with valuable information.

Warnings

Few headings on page

Add more H2 and H3 headings to organize content into sections.

Few internal links on this page

Add more internal links to related pages on your site.

Missing Open Graph tags for social sharing

Add og:title, og:description, and og:image meta tags.

LCP data not available

Ensure the page loads with browser rendering enabled.

TTI data not available

Ensure the page loads with browser rendering enabled.

Want a full technical audit with AI-specific recommendations?

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Brand Identity

Brand Voice & Style

How AI perceives Kernel's communication style and personality

Kernel communicates with a distinctly technical, developer-first voice that's confident without being arrogant. The tone is direct and efficient, mirroring the speed and performance they promise. They use lowercase styling and minimal punctuation to convey a modern, no-nonsense engineering culture. There's an underlying sense of building something cutting-edge, with subtle references to their technical achievements and partnerships with notable companies.

Core Tone Traits

Technical & Developer-First

Speaks directly to engineers with precise technical language and specs

Confident & Direct

Makes bold claims backed by benchmarks and real performance data

Minimal & Efficient

Uses lowercase styling and concise language that mirrors their fast infrastructure

Open Source Ethos

Emphasizes transparency, community, and building in public

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of Kernel

Playwright46 mentions

Puppeteer34 mentions

Bright Data23 mentions

browserless21 mentions

Chromium17 mentions

Browserbase16 mentions

Selenium16 mentions

Chrome15 mentions

2Captcha13 mentions

Docker11 mentions

Kernel6 mentions

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

Playwright

https://playwright.dev/

Referenced in 1 query

Review

Puppeteer

https://pptr.dev/

Referenced in 1 query

Review

chrome-remote-interface

https://github.com/cyrus-and/chrome-remote-interface

Referenced in 1 query

Pitch Story

puppeteer-cluster

https://github.com/thomasdondorf/puppeteer-cluster

Referenced in 1 query

Pitch Story

generic-pool

https://github.com/coopernurse/node-pool

Referenced in 1 query

Pitch Story

browserless

https://www.browserless.io/

Referenced in 2 queries

Review

isolated-vm

https://github.com/laverdet/isolated-vm

Referenced in 1 query

Pitch Story

jsdom

https://github.com/jsdom/jsdom

Referenced in 1 query

Pitch Story

CEF

https://bitbucket.org/chromiumembedded/cef

Referenced in 1 query

Review

Getting Started with Headless Chrome | Blog

https://developer.chrome.com/blog/headless-chrome

Referenced in 1 query

Review

LaunchOptions interface - Puppeteer

https://pptr.dev/api/puppeteer.launchoptions

Referenced in 1 query

Review

Comparison of Cold Starts in Serverless Functions across ...

https://mikhail.io/serverless/coldstarts/big3/

Referenced in 1 query

Review

Content Engineering

Goals & Content Ideas

Ideas to help AI agents better understand the business and be more likely to use Kernel's resources to help users.

Dominate Technical Queries on Session and Bot Detection

Address Kernel's 0% visibility on high-intent technical queries around session persistence and bot detection bypass. Execute a comprehensive technical content strategy publishing authoritative guides, benchmarks, and implementation examples that AI assistants will reference when developers ask about these topics. Amplify through developer communities and technical social channels to build backlinks and citations.

The Complete Guide to Session Persistence in Headless Browser Automation at Scale

5 Bot Detection Bypass Strategies That Actually Work in 2026

Benchmarking Session Management: How We Maintain 99.9% Persistence Across 10M Requests

Why Traditional Bot Detection Bypass Fails and What to Do Instead

Real-World Session Persistence Patterns for AI Agent Developers

Optimize Documentation for ChatGPT RAG Ingestion

Fix the critical 0% mention rate on ChatGPT by restructuring site architecture and metadata specifically for OpenAI's retrieval-augmented generation crawlers. Implement schema markup, improve documentation hierarchy, and create FAQ-style content that matches how users query ChatGPT about browser automation infrastructure. Share documentation updates and technical deep-dives on social to drive traffic and signal freshness.

How We Restructured Our Docs to Get Indexed by AI Search Engines

The Metadata Checklist Every Developer Tool Company Needs for AI Visibility

FAQ: Everything Developers Ask About Browser Infrastructure for AI Agents

What is Browser Infrastructure for AI Agents? A Complete Technical Overview

Understanding RAG: Why Your Developer Docs Might Be Invisible to AI Assistants

Position Kernel as the Playwright and Puppeteer Infrastructure Layer

Draft off the massive visibility of Playwright and Puppeteer by publishing integration guides that position Kernel as the essential scaling and observability layer. Create comparison content and migration guides that AI assistants will surface when developers ask about scaling these popular libraries. Promote through developer-focused social channels and engineering communities.

Kernel + Playwright: How to Scale from 10 to 10,000 Concurrent Browsers

Adding Observability to Your Puppeteer Scripts with Kernel Infrastructure

Why Your Playwright Tests Are Slow and How Kernel Fixes It

The Missing Infrastructure Layer Between Puppeteer and Production

Migrating from DIY Browser Pools to Kernel: A Step-by-Step Guide

Capture Solo Founders with Quick-Start Browser Templates

Address the 0% reach in the solo founder segment by creating low-friction, high-scale templates for headless browser deployment. Develop copy-paste starter kits and one-click deployment guides that reduce time-to-value for individual developers building AI agents. Share templates and success stories on indie hacker communities and developer social channels to drive bottom-up adoption.

Deploy Your First AI Browser Agent in Under 5 Minutes with Kernel

The Solo Founder's Guide to Scaling Web Scraping Without DevOps

Free Template: Production-Ready Headless Browser Setup for Side Projects

How One Developer Scaled to 1M Daily Requests Without Hiring Infrastructure Engineers

From Localhost to Production: Browser Automation Templates That Just Work

Content Engineering

Recommended Actions

Execute a technical content blitz focused on 'Session Persistence' and 'Bot Detection' bypass strategies.

Kernel currently has 0% visibility on these high-intent technical queries while competitors like Bright Data dominate the narrative.

Impact: High

Optimize site architecture and metadata to specifically target ChatGPT's retrieval-augmented generation (RAG) processes.

A 0% mention rate on the world's most-used AI platform is a critical failure that suggests Kernel's documentation is not being ingested or prioritized by OpenAI's crawlers.

Impact: High

Develop and publish 'Kernel vs. Playwright/Puppeteer' integration guides focusing on scaling and observability.

Playwright and Puppeteer are mentioned in nearly every query; positioning Kernel as the essential 'infrastructure layer' for these libraries will draft off their massive visibility.

Impact: Medium

Target the 'Solo Founder' persona with low-friction, high-scale templates for headless browser deployment.

Kernel currently has 0% reach in this segment, representing a massive missed opportunity for bottom-up developer adoption.

Impact: Medium

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Data generated by Pendium.ai AI visibility scanning. Last scanned February 27, 2026.

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