# Browserless AI visibility in AI Browser Infrastructure

Canonical: https://devtune.ai/verticals/ai-browser-infrastructure/browserless

[Website](https://www.browserless.io/)

Updated: 2026-10-01T18:55:29.013389+00:00
Prompts: 25
Runs: 6


## Platforms

- bing-copilot-search
- google-ai
- google-ai-mode
- perplexity
- chatgpt-search
- xai-search

Rank: 2
Total brands: 8
Measured responses: 150
Presence percent: 31.333333333333336
Share of voice percent: 22.882882882882882
Average position: 26.086614173228348
Docs presence percent: 19.333333333333332
Blog presence percent: 18
Brand mention percent: 55.333333333333336


## Profile

Overview: Browserless is a bootstrapped, US-based browser automation infrastructure platform founded by Joel Griffith. It offers cloud-hosted headless browsers (Chrome, Firefox, WebKit) accessible via WebSocket or REST API, enabling developers to run Puppeteer and Playwright scripts remotely without managing browser infrastructure. Its flagship product, BrowserQL, is a proprietary query language purpose-built for stealth scraping and bot-bypass. Additional products include a Browsers-as-a-Service pool, REST APIs for PDF and screenshot generation, session persistence, residential proxy rotation, and an MCP server for AI agent integration. Browserless serves 10,000+ paying customers including Microsoft, Heroku, Webflow, Samsara, and CVS Health, with 12,800+ GitHub stars and over 160 million Docker pulls. It is SOC 2 Type II, GDPR, and HIPAA compliant.
Product summary: Browserless provides managed headless browser infrastructure for developers and engineering teams. Its core offerings are BrowserQL (a stealth-first browser query language), Browsers as a Service (pooled cloud browsers compatible with Puppeteer and Playwright), and REST APIs for screenshots, PDFs, and web scraping. The platform abstracts browser lifecycle management—updates, memory leaks, scaling, and bot detection—into a single API endpoint, enabling teams to connect existing automation scripts with a one-line code change.


### Key capabilities

- BrowserQL: proprietary stealth query language for bot-bypass and structured data extraction
- Browsers as a Service: managed pool of cloud-hosted Chromium, Firefox, and WebKit instances
- Automatic CAPTCHA solving (reCAPTCHA, hCaptcha, Cloudflare Turnstile)
- Bot detection bypass with zero-fingerprint browser protocol
- Session persistence, reconnects, and cookie/cache reuse across sessions
- Built-in residential proxy rotation with geotargeting
- REST APIs for PDF generation, screenshots, and screencasting
- Hybrid automations: switch between automated and live human browser interaction mid-session
- MCP Server for AI agent browser control
- Self-hosted Docker deployment with open-source core (SSPL license)



### Target users

- Backend and full-stack developers running Puppeteer or Playwright automations
- Data engineering and scraping teams extracting from bot-protected sites
- DevOps and QA engineers running headless browser test suites in CI/CD
- AI/ML teams needing a reliable browser layer for LLM data collection or agent workflows
- Product and engineering teams generating PDFs or screenshots at scale
- Enterprise IT teams requiring compliant (SOC 2, HIPAA, GDPR) self-hosted browser infrastructure



### Key use cases

- Web scraping and data extraction at scale on bot-protected sites
- AI agent browser infrastructure for agentic workflows
- PDF and screenshot generation from URLs or raw HTML
- Headless browser QA and smoke testing in CI/CD pipelines
- Lighthouse performance auditing via REST API
- Form automation and multi-step workflow execution
- LLM training data collection from public web pages
- Enterprise on-premise browser automation with private deployment

Integrations ecosystem: Browserless supports Puppeteer, Playwright, Selenium (via WebSocket endpoint), and raw HTTP for existing codebases with a single line change. Language SDKs include JavaScript, TypeScript, Python, PHP, Java, and C#. Browsers supported: Chromium, Firefox, and WebKit. AI integrations include LangChain, OpenAI-compatible toolchains, Browser Use (Python), and an MCP Server for Claude and other MCP clients. No-code/low-code integrations include n8n and Make. Enterprise deployments support Docker, Kubernetes, and custom cloud providers (AWS, GCP, Azure). A NodeJS SDK enables custom route extensions and white-label deployments.
Pricing summary: Usage-based pricing measured in 'Units' (one unit per 30-second browser connection block). Free tier: 1,000 units/month, 2 concurrent browsers, no credit card required. Prototyping: $25/month (annual), 20k units, 10 concurrent browsers. Starter: $140/month (annual), 180k units, 40 concurrent browsers. Scale: $350/month (annual), 500k units, 100 concurrent browsers. Overage rates: $0.0015–$0.0020 per unit depending on plan. Residential proxy costs 6 units/MB; CAPTCHA solving costs 10 units per solve. Enterprise pricing is custom, with private or on-premise deployment options. Annual billing saves ~30% vs. monthly. Self-hosted Docker is free for non-commercial use under SSPL license; commercial self-hosting requires a paid commercial license.
Review summary: Public reviews for Browserless are sparse on formal platforms (1 review on G2, 2 on Product Hunt), both rating it 5/5. Developer community feedback highlights ease of integration (no new SDK required), strong customer support responsiveness, and reliable uptime. A recurring theme in testimonials is that teams can focus on their core product rather than browser infrastructure maintenance. Some competitor comparison sites suggest that antibot bypass success rates on specific hardened targets may lag purpose-built scraping APIs, and the unit-based pricing model with proxy/CAPTCHA multipliers has been noted as potentially unpredictable at scale.
Competitive positioning: Browserless is the incumbent, bootstrapped veteran in browser-as-a-service infrastructure, differentiating on longevity (~10 years in production), open-source roots (12k+ GitHub stars, SSPL-licensed), transparent usage-based pricing, and flexible deployment (cloud, self-hosted Docker, enterprise on-premise). Its proprietary BrowserQL stealth query language targets bot-heavy sites without leaving automation fingerprints. Against newer VC-funded AI-native entrants (Browserbase, Hyperbrowser, AgentQL, Skyvern), Browserless competes on reliability, developer familiarity (no SDK switch required—works with existing Puppeteer/Playwright scripts), and lower total cost for scale. It is not AI-native by origin but has added MCP server, LangChain, and agent-framework integrations to address the agentic workload segment.
Limitations: Unit-based pricing with multipliers for residential proxies (6 units/MB) and CAPTCHA solves (10 units each) can make costs difficult to predict at scale. G2 review count is extremely thin (1 review), limiting independent quality benchmarking. BrowserQL is a proprietary query language that requires learning beyond standard Puppeteer/Playwright APIs. Team is very small (~8-10 people, bootstrapped), which may constrain support responsiveness for large enterprise accounts despite stated sub-1-hour support SLAs. Competitor comparison pages (e.g., Scrapfly) cite antibot bypass reliability as an area where specialized providers may outperform Browserless on specific protected targets. Selenium/WebDriver integration was dropped in V2. Not AI-native—AI agent capabilities are integrations, not core product.


### Source urls

- https://www.browserless.io/
- https://www.browserless.io/about
- https://www.browserless.io/pricing
- https://www.browserless.io/feature/browserql-browser-automation-tool
- https://github.com/browserless
- https://docs.browserless.io/
- https://www.g2.com/products/browserless-io/reviews
- https://www.crunchbase.com/organization/browserless
- https://www.linkedin.com/company/browserless
- https://getlatka.com/companies/browserless
- https://www.browserless.io/blog/takeoff-case-study
- https://www.producthunt.com/products/browserless/reviews

Reviewed at: 2026-04-28T23:07:19.709+00:00


### Customer outcomes

| Customer | Summary | Metric |
| --- | --- | --- |
| Takeoff Copenhagen | Switched from Bright Data to Browserless for sneaker price scraping automation. Migrated existing Puppeteer code within an hour and achieved significant gains in speed, cost, and reliability. | 5x faster scrapes (under 5s vs. 20–25s), 99.5% success rate, costs reduced by two-thirds |
| Samsara | Replaced a self-hosted Puppeteer-driven smoke testing service that required specialized operational maintenance. Browserless allowed the team to refocus on core product development. | Not available |
| Atomic | Used Browserless to avoid building and scaling internal browser automation infrastructure, enabling faster time to market for their product. | Not available |
| Semji | Replaced a manually managed Chrome container setup for HTML and PDF exports. After migrating to Browserless, the solution has run with minimal maintenance for multiple years. | Not available |



### Reviews breakdown

| Platform | Score | Score max | Review count | Url |
| --- | --- | --- | --- | --- |
| G2 | 5 | 5 | 1 | https://www.g2.com/products/browserless-io/reviews |
| Product Hunt | 5 | 5 | 2 | https://www.producthunt.com/products/browserless/reviews |



### Review themes



#### Praised

- Easy integration with existing Puppeteer and Playwright scripts
- No new SDK required — one-line connection change
- Fast and responsive customer support
- Reliable uptime and stable long-running production deployments
- Comprehensive documentation and live debugger
- Eliminates browser infrastructure maintenance burden
- Faster time to market for automation-dependent products



#### Criticized

- Unit-based pricing with proxy and CAPTCHA multipliers can be unpredictable at scale
- Antibot bypass reliability on heavily protected targets may lag specialized scraping APIs
- BrowserQL is a proprietary query language with a learning curve beyond standard libraries
- Very small team may constrain enterprise support capacity
- Selenium/WebDriver support removed in V2




### Company facts

Founded year: 2015
Hq: Sheridan, Wyoming, USA


#### Founders

- Joel Griffith

Employees range: 1-10
Total funding: Not available
Valuation: Not available
Arr: ~$1.3M (2024, per Getlatka)
Customer count: 10,000+
Status: Private (bootstrapped)


Readiness: Not available


## Ranking

| Display name | Pair count | Total pairs | Presence percent | Avg position |
| --- | --- | --- | --- | --- |
| Browserbase | 78 | 150 | 52 | 21.08133971291866 |
| Browserless | 47 | 150 | 31.333333333333336 | 26.086614173228348 |
| Steel | 45 | 150 | 30 | 23.408602150537636 |
| Browser Use | 34 | 150 | 22.666666666666664 | 12.86 |
| Skyvern | 17 | 150 | 11.333333333333332 | 33.96 |
| Stagehand | 16 | 150 | 10.666666666666668 | 21.24137931034483 |
| Hyperbrowser | 14 | 150 | 9.333333333333334 | 24.272727272727273 |
| AgentQL | 0 | 150 | 0 | Not available |



## Platform breakdown

| Platform | Prompt count | Presence rate |
| --- | --- | --- |
| bing-copilot-search | 0 | 0 |
| google-ai | 3 | 12 |
| google-ai-mode | 3 | 12 |
| perplexity | 11 | 44 |
| chatgpt-search | 10 | 40 |
| xai-search | 20 | 80 |



## Strengths

| Prompt text | Platform count | Avg position |
| --- | --- | --- |
| What cloud browser infrastructure works best with leading LLM providers for vision-based web agents that interpret screenshots? | 2 | 4 |
| I'm evaluating headless browser services for a mid-size team — which ones avoid vendor lock-in by supporting standard browser automation protocols? | 3 | 4.666666666666667 |



## Gaps

| Prompt text | Competitor presence count |
| --- | --- |
| Which AI-native browser platforms support file uploads, downloads, and form interactions beyond basic clicking and navigation? | 5 |
| Which browser automation frameworks designed for AI agents have the best developer experience for iterating quickly on web tasks? | 4 |
| Which browser automation platforms designed for AI agents handle network failures and page load timeouts most gracefully in production? | 3 |
| Which cloud browser environments for AI agents have the strongest ecosystem of community extensions, recipes, or pre-built task templates? | 3 |
| Which managed headless browser platforms can reliably handle thousands of concurrent AI agent sessions without significant latency spikes? | 3 |



## Topic scores

| Topic name | Prompt count | Cited prompt count |
| --- | --- | --- |
| Capability | 5 | 4 |
| Developer Experience | 5 | 4 |
| Integrations & Ecosystem | 5 | 4 |
| Performance & Reliability | 5 | 4 |
| Setup & First Run | 5 | 5 |



## Prompt results

- Prompt text: Which browser automation platforms designed for AI agents handle network failures and page load timeouts most gracefully in production?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Skyvern | 1 |
| Browserbase | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Browser Use | 2 |
| Stagehand | 3 |
| Browserbase | 4 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Steel | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserbase | 32 |
| Stagehand | 40 |
| Skyvern | 47 |


- Prompt text: What cloud browser infrastructure works best with leading LLM providers for vision-based web agents that interpret screenshots?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: 1
Chatgpt-search: Not available
Xai-search: 7



#### Platform rows



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode





##### Perplexity

| Display name | Position |
| --- | --- |
| Browserless | 1 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Steel | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserless | 7 |
| Steel | 9 |
| Browserbase | 13 |
| Browser Use | 17 |


- Prompt text: I'm evaluating headless browser services for a mid-size team — which ones avoid vendor lock-in by supporting standard browser automation protocols?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: 1
Chatgpt-search: 2
Xai-search: 11



#### Platform rows



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browser Use | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Browserless | 1 |
| Browserbase | 5 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browserless | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserless | 11 |
| Browser Use | 22 |
| Browserbase | 37 |


- Prompt text: Looking for a browser automation platform purpose-built for AI agents — what should a solo developer consider when getting started?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: Not available
Chatgpt-search: Not available
Xai-search: 36



#### Platform rows



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode





##### Perplexity

| Display name | Position |
| --- | --- |
| Browserbase | 1 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Stagehand | 2 |
| Browser Use | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserbase | 6 |
| Browser Use | 12 |
| Steel | 19 |
| Browserless | 36 |
| Stagehand | 39 |


- Prompt text: Which headless browser platforms aimed at AI agents have the best client SDKs and documentation for a small startup engineering team?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: 9
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode





##### Perplexity

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browser Use | 3 |
| Steel | 6 |
| Browserless | 9 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Steel | 3 |
| Browser Use | 4 |
| Hyperbrowser | 6 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserbase | 13 |
| Steel | 14 |
| Hyperbrowser | 21 |
| Browser Use | 32 |
| Stagehand | 39 |


- Prompt text: Which cloud browser environments for AI agents have the strongest ecosystem of community extensions, recipes, or pre-built task templates?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: Not available
Chatgpt-search: Not available
Xai-search: 25



#### Platform rows



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Steel | 1 |
| Browserbase | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browser Use | 5 |



##### Chatgpt-search





##### Xai-search

| Display name | Position |
| --- | --- |
| Browserbase | 2 |
| Browser Use | 6 |
| Steel | 13 |
| Browserless | 25 |
| Skyvern | 67 |


- Prompt text: I'm evaluating browser infrastructure for an agent team of 5 engineers — which platforms have the smoothest local dev-to-cloud workflow?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: 3
Perplexity: Not available
Chatgpt-search: 3
Xai-search: 36



#### Platform rows



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Browserless | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Stagehand | 1 |
| Browserbase | 2 |
| Steel | 4 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Steel | 2 |
| Browserless | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserbase | 17 |
| Skyvern | 28 |
| Browserless | 36 |
| Steel | 44 |


- Prompt text: Which cloud browser environments have the best track record for production reliability when AI agents are doing critical multi-step web workflows?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: Not available
Chatgpt-search: Not available
Xai-search: 34



#### Platform rows



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode





##### Perplexity

| Display name | Position |
| --- | --- |
| Steel | 1 |
| Browserbase | 5 |
| Browser Use | 7 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browser Use | 2 |
| Steel | 4 |
| Hyperbrowser | 5 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Hyperbrowser | 32 |
| Browserless | 34 |
| Browserbase | 44 |


- Prompt text: I need a headless browser platform where cold start time is under a second for agent tasks — which services actually deliver on that?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: Not available
Chatgpt-search: 3
Xai-search: 14



#### Platform rows



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode





##### Perplexity

| Display name | Position |
| --- | --- |
| Skyvern | 2 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Steel | 2 |
| Browserless | 3 |
| Browserbase | 4 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserless | 14 |
| Hyperbrowser | 37 |
| Skyvern | 47 |
| Steel | 64 |


- Prompt text: Which headless browser platforms handle anti-bot detection and CAPTCHA solving well enough for production-grade AI web agents?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: Not available
Chatgpt-search: 1
Xai-search: 6



#### Platform rows



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| Browserbase | 4 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Stagehand | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Browserbase | 2 |
| Browser Use | 4 |
| Steel | 5 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserless | 1 |
| Steel | 3 |
| Browserbase | 4 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserless | 6 |
| Browserbase | 8 |
| Steel | 56 |


- Prompt text: What are the best managed headless browser services for running autonomous web agents in production without self-hosting a browser fleet?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: 2
Perplexity: 2
Chatgpt-search: 4
Xai-search: 5



#### Platform rows



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Browserless | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Stagehand | 1 |
| Browserless | 2 |
| Steel | 5 |
| Browser Use | 8 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Steel | 2 |
| Browserless | 4 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browserless | 5 |
| Steel | 11 |
| Browser Use | 15 |


- Prompt text: What tools do AI agent teams typically use to debug headless browser sessions when autonomous web tasks fail unexpectedly?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: 1
Google-ai-mode: Not available
Perplexity: Not available
Chatgpt-search: Not available
Xai-search: 53



#### Platform rows



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| Browserless | 1 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Steel | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Browserbase | 1 |



##### Chatgpt-search





##### Xai-search

| Display name | Position |
| --- | --- |
| Browserbase | 4 |
| Browser Use | 20 |
| Browserless | 53 |


- Prompt text: Which cloud browser environments support multi-tab and multi-session orchestration for agents running parallel web tasks at scale?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: Not available
Chatgpt-search: 3
Xai-search: 23



#### Platform rows



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Steel | 1 |
| Browserbase | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browser Use | 3 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Steel | 2 |
| Browserless | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Skyvern | 18 |
| Browserless | 23 |
| Steel | 70 |
| Browserbase | 79 |


- Prompt text: I'm building an AI agent that needs to control a real browser — which cloud browser platforms let me get started with minimal config?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: 4
Chatgpt-search: 2
Xai-search: 38



#### Platform rows



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| Browserbase | 3 |



##### Google-ai-mode





##### Perplexity

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browser Use | 2 |
| Steel | 3 |
| Browserless | 4 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browserless | 2 |
| Steel | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserbase | 9 |
| Browser Use | 15 |
| Steel | 29 |
| Browserless | 38 |


- Prompt text: Which hosted headless browser environments are easiest to integrate into an existing LLM-powered agent pipeline from day one?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: 3
Chatgpt-search: 2
Xai-search: 19



#### Platform rows



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Steel | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browserless | 3 |
| Browser Use | 6 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browserless | 2 |
| Browser Use | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserbase | 14 |
| Steel | 18 |
| Browserless | 19 |


- Prompt text: Which managed headless browser platforms can reliably handle thousands of concurrent AI agent sessions without significant latency spikes?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: 4
Google-ai-mode: Not available
Perplexity: 5
Chatgpt-search: 5
Xai-search: 4



#### Platform rows



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| Hyperbrowser | 3 |
| Browserless | 4 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Browserbase | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Steel | 4 |
| Browserless | 5 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Hyperbrowser | 2 |
| Steel | 3 |
| Browserless | 5 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserless | 4 |
| Browserbase | 11 |
| Hyperbrowser | 17 |
| Steel | 18 |
| Skyvern | 42 |


- Prompt text: Which browser automation frameworks designed for AI agents have the best developer experience for iterating quickly on web tasks?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| Stagehand | 1 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Steel | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Stagehand | 1 |
| Browser Use | 5 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Stagehand | 1 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserbase | 10 |
| Steel | 19 |
| Browser Use | 21 |
| Stagehand | 35 |
| Skyvern | 55 |


- Prompt text: Which AI browser platforms have built-in integrations with workflow automation tools for connecting web agent actions to downstream systems?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Steel | 2 |



##### Perplexity





##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Stagehand | 4 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browser Use | 16 |
| Browserbase | 17 |
| Skyvern | 55 |


- Prompt text: Looking for a browser infrastructure platform that supports persistent sessions and cookies across agent runs — what are my options?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: 3
Google-ai-mode: Not available
Perplexity: 3
Chatgpt-search: Not available
Xai-search: 26



#### Platform rows



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browserless | 3 |



##### Google-ai-mode





##### Perplexity

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browserless | 3 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Steel | 2 |
| Hyperbrowser | 4 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Skyvern | 1 |
| Browserbase | 5 |
| Hyperbrowser | 17 |
| Browserless | 26 |


- Prompt text: What browser infrastructure platforms are best suited for a startup running 10,000+ automated web tasks per day with strict uptime requirements?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: 1
Chatgpt-search: Not available
Xai-search: 28



#### Platform rows



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| Hyperbrowser | 2 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Browserbase | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Browserless | 1 |
| Steel | 4 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Hyperbrowser | 2 |
| Steel | 4 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserbase | 17 |
| Browserless | 28 |
| Hyperbrowser | 32 |
| Skyvern | 53 |
| Browser Use | 69 |


- Prompt text: Which headless browser platforms integrate natively with popular agent orchestration frameworks so I don't have to write custom glue code?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: 3
Perplexity: 5
Chatgpt-search: Not available
Xai-search: 40



#### Platform rows



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Browserless | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browserless | 5 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Stagehand | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserbase | 18 |
| Browserless | 40 |
| Stagehand | 43 |
| Skyvern | 49 |


- Prompt text: What are the best browser automation platforms that let an AI agent extract structured data from dynamic, client-rendered pages?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: Not available
Chatgpt-search: Not available
Xai-search: 28



#### Platform rows



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Browser Use | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Stagehand | 3 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserbase | 17 |
| Browserless | 28 |


- Prompt text: Which AI-native browser platforms support file uploads, downloads, and form interactions beyond basic clicking and navigation?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### Platform rows



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Skyvern | 1 |



##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Browserbase | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browser Use | 4 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Skyvern | 1 |
| Browserbase | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserbase | 3 |
| Skyvern | 12 |
| Browser Use | 15 |


- Prompt text: What's the easiest headless browser platform to spin up for an AI agent that needs to fill out web forms without managing my own infrastructure?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: 4
Chatgpt-search: Not available
Xai-search: 3



#### Platform rows



##### Bing-copilot-search





##### Google-ai





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Browser Use | 2 |
| Browserbase | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browserless | 4 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Steel | 2 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Browserless | 3 |
| Browserbase | 20 |
| Steel | 29 |
| Hyperbrowser | 30 |


- Prompt text: Which cloud browser platforms give engineers the best live session replay and observability when building autonomous web agents?


#### Brand position by platform

Bing-copilot-search: Not available
Google-ai: Not available
Google-ai-mode: Not available
Perplexity: Not available
Chatgpt-search: 3
Xai-search: 2



#### Platform rows



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browser Use | 5 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Browser Use | 1 |
| Browserbase | 3 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Browser Use | 5 |
| Steel | 8 |



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Browserbase | 1 |
| Steel | 2 |
| Browserless | 3 |



##### Xai-search

| Display name | Position |
| --- | --- |
| Skyvern | 1 |
| Browserless | 2 |
| Browserbase | 11 |
| Browser Use | 24 |
| Steel | 45 |





## Top sources

| Url | Title | Domain | Logo url | Source vertical | Content type | Citation count | Last30d count |
| --- | --- | --- | --- | --- | --- | --- | --- |
| https://www.browserless.io/ | The Browser Your AI Agents Run On \| Browserless | browserless.io | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/670e2937-3fa7-4b34-8415-636cc6ad3d18/8f31c42d8709c296068deb411f7ffbfc419524b7.png | commercial | blog_post | 22 | 22 |
| https://docs.browserless.io/overview/intro | Overview | docs.browserless.io | Not available | commercial | documentation | 16 | 16 |
| https://docs.browserless.io/ai-integrations/start | AI Integrations \| Browserless Documentation | docs.browserless.io | Not available | commercial | documentation | 12 | 12 |
| https://docs.browserless.io/baas/start | Browsers as a Service \| Browserless Documentation | docs.browserless.io | Not available | commercial | documentation | 11 | 11 |
| https://www.browserless.io/blog/introducing-browserless-agent | Introducing Browserless Agent: The Fastest Browser Agent | browserless.io | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/670e2937-3fa7-4b34-8415-636cc6ad3d18/8f31c42d8709c296068deb411f7ffbfc419524b7.png | commercial | blog_post | 11 | 11 |
| https://www.browserless.io/platform | The Browser Automation Platform for Developers \| Browserless | browserless.io | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/670e2937-3fa7-4b34-8415-636cc6ad3d18/8f31c42d8709c296068deb411f7ffbfc419524b7.png | commercial | blog_post | 10 | 10 |
| https://www.browserless.io/feature/enterprise-features | Enterprise Features For Large Scale Automations | browserless.io | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/670e2937-3fa7-4b34-8415-636cc6ad3d18/8f31c42d8709c296068deb411f7ffbfc419524b7.png | commercial | blog_post | 10 | 10 |
| https://www.browserless.io/blog/browserless-vs-browserbase | Browserless vs. Browserbase: The Best Headless Browser | browserless.io | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/670e2937-3fa7-4b34-8415-636cc6ad3d18/8f31c42d8709c296068deb411f7ffbfc419524b7.png | commercial | blog_post | 9 | 9 |



## Response excerpts

| Prompt text | Platform | Excerpt |
| --- | --- | --- |
| I'm evaluating browser infrastructure for an agent team of 5 engineers — which platforms have the smoothest local dev-to-cloud workflow? | chatgpt-search | ...xcellent \| Very good \| Excellent \| Yes \| Strong fit if you want local parity + infrastructure control \| \| Browserless \| Very good \| Very good \| Good \| Yes \| Good choice if you're already centered on Playwright/Puppeteer \| \| Raw... |
| I need a headless browser platform where cold start time is under a second for agent tasks — which services actually deliver on that? | chatgpt-search | \[3\] \| \| Browserless \| <1s average connection in its own 2026 benchmark \| Worth testing; its pre-boot/browser-pool approach is specifically designed to reduce startup overhead. |
| Which headless browser platforms handle anti-bot detection and CAPTCHA solving well enough for production-grade AI web agents? | chatgpt-search | ...Anti-bot / stealth \| CAPTCHA handling \| Agent-oriented features \| Best fit \| \| --- \| --- \| --- \| --- \| --- \| \| Browserless \| Strong: stealth browser, fingerprinting, residential proxies \| Strong; reCAPTCHA, Cloudflare, hCaptcha, etc. \| B... |



## Competitor excerpts

| Platform | Competitor name | Excerpt |
| --- | --- | --- |
| bing-copilot-search | Skyvern | AI-native browsers that support file uploads, downloads, and advanced form interactions include Skyvern, Firecrawl, Browserbase, Browser Use, Perplexity Comet, and ChatGPT Atlas. |
| google-ai-mode | Browserbase | Browserbase +1 \| Platform \| Primary Persistence Mechanism \| Best Suited For \| \| --- \| --- \| --- \| \| Browserbase... |
| perplexity | Browserbase | Browserbase with Stagehand — Supports natural-language browser actions and form filling; Browserbase also documents file uploads, downloads, and verification. |
| chatgpt-search | Skyvern | ...nload files \| Fill/submit forms \| Multi-step browser actions \| Best fit \| \| --- \| --- \| --- \| --- \| --- \| --- \| \| Skyvern \| ✅ \| ✅ \| ✅ \| ✅ \| Business/RPA workflows \| \| Browser Use \| ✅ \| ✅ \| ✅ \| ✅ \| Developer-built agents \| \| Brow... |
| chatgpt-search | Browserbase | ...ern \| ✅ \| ✅ \| ✅ \| ✅ \| Business/RPA workflows \| \| Browser Use \| ✅ \| ✅ \| ✅ \| ✅ \| Developer-built agents \| \| Browserbase \| ✅ \| ✅ \| ✅ \| ✅ \| Browser infrastructure for agents \| \| Stagehand \| Via browser automation \| Via browser autom... |
| google-ai | Stagehand | Stagehand (by Browserbase) * Best For: Hybrid code-and-LLM automation using familiar programming constructs. |
| google-ai-mode | Steel | steel.dev&client=AIM&size=128&type=FAVICON&fallback_opts=TYPE,SIZE,URL) llms.steel.dev +1 Vision-based agents capture sequential screen states, requiring infrastructure that minimizes transfer lag, bypasses CAPTCHAs, and renders real DOM/GPU surfaces... |
| perplexity | Stagehand | For fast iteration on browser tasks, I’d put Stagehand first, with Browser Use as a strong alternative—especially if you’re working in Python. |
| chatgpt-search | Stagehand | For fast iteration, I’d shortlist: * Stagehand — strongest overall DX: Playwright-style APIs plus `act()`, `extract()`, and `observe()` for AI-driven steps. |
| google-ai-mode | Skyvern | Skyvern +1 Graceful handling in production requires more than simple try/catch blocks—it demands infrastructure-level session resilience, intelligent retries with backoff, vision-based recovery, and stealth/proxy management . KERNEL brow... |
| google-ai-mode | Browserbase | How it handles failures & timeouts: * Session-Level & Project-Level Timeouts: Browserbase allows granular control over session limits (extendable up to 6 hours) to prevent abrupt mid-task cutoffs. |
| perplexity | Browser Use | Browser Use — Promising when recovery at the browser-connection level matters. |



## Trend

Visibility delta: -10.200000000000003
Avg position delta: 0.27748184019370425
Citation count delta: -24