# Stagehand AI visibility in AI Browser Infrastructure

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

[Website](https://www.stagehand.dev/)

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: 6
Total brands: 8
Measured responses: 150
Presence percent: 10.666666666666668
Share of voice percent: 5.225225225225225
Average position: 21.24137931034483
Docs presence percent: 6.666666666666667
Blog presence percent: 0
Brand mention percent: 59.333333333333336


## Profile

Overview: Stagehand is an open-source AI browser automation framework created and maintained by Browserbase, Inc. Licensed under MIT, it extends Playwright with four developer-facing primitives — act(), extract(), observe(), and agent() — that accept plain-English instructions instead of brittle CSS or XPath selectors, resolving actions via LLM inference at runtime. This hybrid design lets developers combine deterministic Playwright code for predictable steps with AI-driven actions for dynamic or unfamiliar pages. Stagehand is model-agnostic, supporting OpenAI, Anthropic, and Google Gemini via the Vercel AI SDK, and works locally on any Chromium browser or at production scale on Browserbase's cloud infrastructure. The project has accumulated over 21,000 GitHub stars and 1.4 million monthly downloads.
Product summary: Stagehand is an open-source SDK for building AI-powered browser agents. It wraps Playwright with four natural-language primitives (act, extract, observe, agent) that use LLMs to make web automations self-healing and resilient to UI changes, while keeping developers in full control of each step. It is the flagship open-source project of Browserbase, Inc.


### Key capabilities

- act() — execute browser actions from plain-English instructions (click, fill, navigate, scroll)
- extract() — pull structured data from any page using Zod schema validation
- observe() — surface available actionable elements on a page before committing to an action
- agent() — run multi-step, end-to-end autonomous browser workflows
- Self-healing automation: AI resolves instructions at runtime, surviving DOM and UI changes
- Action caching: repeatable workflows run without LLM inference after first execution
- Model-agnostic: supports OpenAI, Anthropic, Gemini, and custom LLM clients via Vercel AI SDK
- Chromium-compatible: works locally or on Browserbase cloud with no code changes
- MCP server: exposes browser automation capabilities to any MCP-compatible AI agent
- 44%+ faster action execution in v3 vs v2 on deeply nested iframes and shadow DOMs



### Target users

- TypeScript/JavaScript developers building production browser agents
- AI/ML engineers integrating web browsing into LLM agent pipelines
- Backend engineers automating workflows on sites with no public API
- QA and DevOps teams seeking self-healing browser test augmentation
- Data engineers building AI-powered web scrapers and extraction pipelines
- Startup engineering teams prototyping browser automation without infrastructure overhead



### Key use cases

- Building production browser agents that need to log in, navigate, and act on real web interfaces
- AI-powered web scraping and structured data extraction from sites with no API
- Workflow automation for dynamic pages where selectors would break
- Self-healing end-to-end test augmentation on top of existing Playwright scripts
- Multi-step autonomous task execution (e.g., form submission, checkout flows)
- Integrating browser control into LLM agent pipelines (LangChain, CrewAI, MCP hosts)
- Rapid prototyping of web automations using natural language instead of CSS selectors

Integrations ecosystem: Stagehand integrates with all major LLM providers (OpenAI, Anthropic, Google Gemini) via the Vercel AI SDK, and with agent orchestration frameworks including LangChain, CrewAI, and Mastra. It ships a native MCP (Model Context Protocol) server — which won Anthropic's Claude MCP hackathon. Framework integrations include Playwright, Puppeteer, and Selenium (it extends Playwright natively). Deployment integrations include Browserbase cloud, Next.js + Vercel, and Convex. A Python implementation is maintained in a separate repository (browserbase/stagehand-python). Browserbase's Model Gateway lets Stagehand users access any supported LLM through a single API key.
Pricing summary: Stagehand itself is free and open source (MIT). Cloud deployment via Browserbase is optional and priced as: Free ($0/mo — 1 browser hour, 3 concurrent browsers); Developer ($20/mo — 100 browser hours, 25 concurrent browsers, then $0.12/browser hr overage); Startup ($99/mo — 500 browser hours, 100 concurrent browsers, then $0.10/browser hr overage, captcha solving included); Scale (custom — 250+ concurrent browsers, usage-based, HIPAA/DPA/SSO available). Model Gateway (LLM pass-through) is billed at market price on all paid plans.
Review summary: Developer reception has been strongly positive, particularly among teams frustrated by brittle Playwright/Selenium selector maintenance. The Hacker News launch (January 2025) received 326 upvotes and substantive engagement praising the hybrid AI-plus-deterministic approach. Third-party comparison articles consistently position Stagehand as the preferred choice for TypeScript developers who need predictable, step-by-step browser automation augmented with AI, contrasting it favorably with the full-autonomy approach of Browser Use. Concerns raised include LLM inference costs at runtime, the complexity of debugging agent-mode decisions, and the need for supplemental infrastructure (Browserbase or similar) to handle captchas and bot detection at scale.
Competitive positioning: Stagehand positions itself as the pragmatic middle ground between brittle legacy frameworks (Playwright, Selenium) and unpredictable black-box AI agents. Its core thesis is 'scripts give you precision, agents give you flexibility — Stagehand gives you both.' By extending Playwright with AI primitives rather than replacing it, Stagehand lets developers choose exactly how much AI to inject into each workflow step, making it more controllable than fully autonomous agents (e.g. Browser Use) while being more resilient and maintainable than pure selector-based frameworks. It is the only open-source browser AI framework built specifically for browser agents and is backed by Browserbase's cloud infrastructure.
Limitations: Stagehand is TypeScript-primary; Python support exists but in a separate repository and may lag behind the TypeScript version. AI methods require a paid LLM API key, introducing per-run inference costs (mitigated by action caching but not eliminated). Stagehand extends Playwright and inherits Playwright's Chromium-only model for its core primitives. Bot detection and CAPTCHA on adversarial sites require integration with Browserbase's Agent Identity layer — standalone Stagehand does not solve stealth natively. Debugging agent-mode decisions remains more opaque than deterministic code. AI success rates on novel tasks are reported in the 70–85% range across the broader category, meaning edge-case failures still occur.


### Source urls

- https://www.stagehand.dev/
- https://github.com/browserbase/stagehand
- https://docs.stagehand.dev/v3/first-steps/introduction
- https://www.browserbase.com/pricing
- https://www.browserbase.com/stagehand
- https://sacra.com/c/browserbase/
- https://www.upstartsmedia.com/p/browserbase-raises-40m-and-launches-director
- https://siliconangle.com/2025/06/17/browserbase-reels-40m-browser-automation-tools/
- https://pulse2.com/browserbase-web-browser-automation-company-raises-21-million-series-a/
- https://www.browserbase.com/blog/stagehand-v3
- https://news.ycombinator.com/item?id=42635942
- https://www.skyvern.com/blog/browser-use-vs-stagehand-which-is-better/
- https://www.nxcode.io/resources/news/stagehand-vs-browser-use-vs-playwright-ai-browser-automation-2026

Reviewed at: 2026-04-28T23:07:19.989+00:00


### Customer outcomes

| Customer | Summary | Metric |
| --- | --- | --- |
| Structify | Uses Browserbase (with Stagehand) to execute large-scale browser automation sprints, compressing what would be decade-long manual browser hours into a single day of automated execution. | Not available |



### Reviews breakdown





### Review themes



#### Praised

- Clean act/extract/observe/agent API design
- Self-healing automations that survive DOM changes
- Developer remains in control — not a black-box agent
- Easy drop-in on top of existing Playwright scripts
- Action caching reduces LLM cost on repeated runs
- Strong open-source community and fast product velocity
- Model-agnostic — works with any major LLM provider
- MCP server integration praised by agent builders



#### Criticized

- LLM API costs at runtime for every AI-augmented step
- TypeScript-first; Python support lags behind
- Bot detection / CAPTCHA still requires Browserbase or external tooling
- Debugging agent() decision chains is opaque
- Deterministic workflows require developers to still write and maintain Playwright code structure
- Local LLM (Ollama) support yields poor accuracy on smaller models




### Company facts

Founded year: 2024
Hq: San Francisco, CA, USA


#### Founders

- Paul Klein

Employees range: 43-55
Total funding: $67.5M
Valuation: $300M
Arr: Not available
Customer count: 1,000+ companies
Status: Private


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 | 1 | 4 |
| google-ai-mode | 1 | 4 |
| perplexity | 5 | 20 |
| chatgpt-search | 4 | 16 |
| xai-search | 5 | 20 |



## Strengths

| Prompt text | Platform count | Avg position |
| --- | --- | --- |
| I'm evaluating browser infrastructure for an agent team of 5 engineers — which platforms have the smoothest local dev-to-cloud workflow? | 1 | 1 |
| Which headless browser platforms handle anti-bot detection and CAPTCHA solving well enough for production-grade AI web agents? | 1 | 1 |
| What are the best managed headless browser services for running autonomous web agents in production without self-hosting a browser fleet? | 1 | 1 |
| What are the best browser automation platforms that let an AI agent extract structured data from dynamic, client-rendered pages? | 1 | 3 |
| Which browser automation frameworks designed for AI agents have the best developer experience for iterating quickly on web tasks? | 4 | 9.5 |



## 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 cloud browser platforms give engineers the best live session replay and observability when building autonomous web agents? | 5 |
| Looking for a browser infrastructure platform that supports persistent sessions and cookies across agent runs — what are my options? | 4 |
| What browser infrastructure platforms are best suited for a startup running 10,000+ automated web tasks per day with strict uptime requirements? | 4 |
| 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? | 4 |



## Topic scores

| Topic name | Prompt count | Cited prompt count |
| --- | --- | --- |
| Capability | 5 | 2 |
| Developer Experience | 5 | 3 |
| Integrations & Ecosystem | 5 | 2 |
| Performance & Reliability | 5 | 1 |
| Setup & First Run | 5 | 2 |



## 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: 3
Chatgpt-search: Not available
Xai-search: 40



#### 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: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### 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: 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 |
| 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: 2
Xai-search: 39



#### 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: Not available
Chatgpt-search: Not available
Xai-search: 39



#### 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: Not available



#### 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: Not available
Perplexity: 1
Chatgpt-search: Not available
Xai-search: Not available



#### 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: Not available



#### 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: Not available
Xai-search: Not available



#### 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: 1
Perplexity: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### 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: Not available
Perplexity: 1
Chatgpt-search: Not available
Xai-search: Not available



#### 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: 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 |
| --- | --- |
| 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: Not available
Xai-search: Not available



#### 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: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### 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: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### 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: 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 |
| --- | --- |
| 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: 1
Google-ai-mode: Not available
Perplexity: 1
Chatgpt-search: 1
Xai-search: 35



#### 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: 4
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: 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 |
| --- | --- |
| 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: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### 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: Not available
Perplexity: Not available
Chatgpt-search: 2
Xai-search: 43



#### 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: 3
Chatgpt-search: Not available
Xai-search: Not available



#### 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: Not available
Chatgpt-search: Not available
Xai-search: Not available



#### 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: Not available
Xai-search: Not available



#### 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.stagehand.dev/ | The SDK for browser agents \| Stagehand | stagehand.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/670e2937-3fa7-4b34-8415-636cc6ad3d18/e73c7cf6d4ee442000771c1ace99eed530ebf74e.png | commercial | landing_page | 14 | 14 |
| https://github.com/browserbase/stagehand | GitHub - browserbase/stagehand: The SDK For Browser Agents · GitHub | github.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/670e2937-3fa7-4b34-8415-636cc6ad3d18/621dafe6fbe494868cb4dc5fdc6b1a54f2522a26.png | commercial | discussion | 6 | 6 |
| https://docs.stagehand.dev/v3/sdk/python | Python SDK | docs.stagehand.dev | Not available | commercial | documentation | 4 | 4 |
| https://docs.stagehand.dev/v4/configuration/browser | Browser - Stagehand Docs | docs.stagehand.dev | Not available | commercial | documentation | 3 | 3 |
| https://docs.stagehand.dev/v4/first-steps/introduction | Stagehand Docs | docs.stagehand.dev | Not available | commercial | documentation | 3 | 3 |
| https://docs.stagehand.dev/v3/first-steps/introduction | Introducing Stagehand - Stagehand | docs.stagehand.dev | Not available | commercial | documentation | 2 | 2 |
| https://github.com/browserbase/stagehand/blob/main/README.md | stagehand/README.md at main · browserbase/stagehand · GitHub | github.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/670e2937-3fa7-4b34-8415-636cc6ad3d18/621dafe6fbe494868cb4dc5fdc6b1a54f2522a26.png | commercial | documentation | 2 | 2 |
| https://github.com/browserbase/stagehand/blob/main/packages/docs/v2/basics/agent.mdx | stagehand/packages/docs/v2/basics/agent.mdx at main · browserbase/stagehand · GitHub | github.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/670e2937-3fa7-4b34-8415-636cc6ad3d18/621dafe6fbe494868cb4dc5fdc6b1a54f2522a26.png | commercial | documentation | 1 | 1 |



## Response excerpts

| Prompt text | Platform | Excerpt |
| --- | --- | --- |
| Which headless browser platforms handle anti-bot detection and CAPTCHA solving well enough for production-grade AI web agents? | chatgpt-search | ...profiles, replays, agent integrations \| AI-agent-first infrastructure \| \| Browserbase \| Strong: stealth browser, proxies, fingerprinting \| Integrated solving \| Stagehand, live sessions, agent tooling \| Agent/product development \| ### 1\. |
| What are the best managed headless browser services for running autonomous web agents in production without self-hosting a browser fleet? | chatgpt-search | ...Browserbase is particularly compelling if your architecture is something like: `LLM → agent loop → Playwright/Stagehand → Browserbase` It provides managed sessions, autoscaling, session recordings for debugging, persistent browser c... |
| Which cloud browser environments support multi-tab and multi-session orchestration for agents running parallel web tasks at scale? | chatgpt-search | ...--- \| --- \| --- \| --- \| \| Browserbase \| Strong \| Yes, via CDP/Playwright \| Thousands of concurrent sessions \| Stagehand, Playwright, Puppeteer, agent tooling \| Production agent fleets \| \| Steel \| Strong \| Yes, via CDP/Playwright \|... |



## 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 | Browserbase | Browserbase Browserbase is widely considered a leading infrastructure provider tailored specifically for AI agents, featuring native, zero-config observability. |
| google-ai-mode | Browser Use | Browser Use (Cloud / Browser Infrastructure) : Famous for its open-source framework, Browser Use also provides a fully managed cloud browser infrastructure and an Agents API. |
| google-ai-mode | Browserbase | Browserbase + Stagehand : Browserbase provides reliable, scalable cloud browser infrastructure , while Stagehand... |
| perplexity | Browserbase | Based on the available documentation, Browserbase looks strongest if your priority is out-of-the-box live debugging and replay. |
| chatgpt-search | Browserbase | If live session replay + agent observability is the main criterion, the strongest options I’d look at are Browserbase, Steel, and Browserless. |
| chatgpt-search | Steel | If live session replay + agent observability is the main criterion, the strongest options I’d look at are Browserbase, Steel, and Browserless. |
| chatgpt-search | Browserless | If live session replay + agent observability is the main criterion, the strongest options I’d look at are Browserbase, Steel, and Browserless. |



## Trend

Visibility delta: 2.200000000000001
Avg position delta: -0.75
Citation count delta: 3