# Steel AI visibility in AI Browser Infrastructure

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

[Website](https://steel.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: 3
Total brands: 8
Measured responses: 150
Presence percent: 30
Share of voice percent: 16.756756756756758
Average position: 23.408602150537636
Docs presence percent: 12.666666666666668
Blog presence percent: 9.333333333333334
Brand mention percent: 55.333333333333336


## Profile

Overview: Steel (steel.dev) is an open-source browser infrastructure platform purpose-built for AI agents and automated web workflows. Developed by Nen Labs and launched publicly in late 2024, Steel provides a Sessions API that lets developers spin up fleets of cloud-hosted Chrome browsers via simple API calls or Python/Node.js SDKs. Key features include sub-second session start times, built-in CAPTCHA solving, rotating residential proxies, browser fingerprint stealth, session context persistence, and live session viewing with RRweb replay. Compatible with Puppeteer, Playwright, and Selenium, Steel allows one-line migration from local automation scripts to managed cloud infrastructure. An Apache 2.0 open-source core enables full self-hosting. With over 6.9K GitHub stars and reported metrics of 800B+ tokens scraped and 800,000+ browser hours served, Steel targets AI developers and startups seeking scalable, observable browser infrastructure without DevOps overhead.
Product summary: Steel is an open-source, cloud-native browser API and session management platform designed for AI agents and scalable web automation. It abstracts browser infrastructure complexity—session pooling, proxy rotation, CAPTCHA solving, anti-bot stealth, and observability—behind a simple REST API and Python/Node.js SDKs, enabling developers to connect Puppeteer, Playwright, or Selenium to managed cloud Chrome instances with minimal code changes.


### Key capabilities

- On-demand cloud browser sessions via Sessions API with sub-1s average start time
- Built-in CAPTCHA solving (reCAPTCHA v2/v3, HCaptcha, Cloudflare Turnstile, Amazon WAF, ImageToText)
- Rotating residential proxy pool (300M+ IPs) with browser fingerprint stealth
- Session context persistence: cookies, local storage, and browser profiles across restarts
- Live session viewer and RRweb-format session replay/recording
- Optimized content extraction (Markdown, HTML, PDF, screenshots) reducing LLM token usage by up to 80%
- Support for Puppeteer, Playwright, and Selenium via CDP with one-line migration
- Self-hosting via Docker or one-click Railway/Render deploy (Apache 2.0 open source)
- Multi-region deployment (Washington D.C., Los Angeles, Chicago, Mumbai, Frankfurt, Hong Kong, Santiago)
- Mobile mode for simplified DOMs and mobile-only authentication paths



### Target users

- AI/ML developers building web-browsing agents and agentic workflows
- Startups and indie developers needing scalable browser automation without DevOps overhead
- Data engineers running large-scale web scraping for AI training datasets
- RPA and automation engineers replacing UI-based manual workflows
- QA engineers automating multi-browser test scenarios
- Researchers requiring web data collection with academic credit grants



### Key use cases

- AI agent web browsing and task automation
- Large-scale web scraping for AI data pipelines and foundational model training
- Retrieval-augmented generation (RAG) content ingestion
- AI shopping assistants and price tracking
- Sales and lead generation automation
- Robotic Process Automation (RPA) for UI-based workflows
- QA and browser testing at scale
- Customer service agent web access

Integrations ecosystem: Steel integrates natively with Puppeteer, Playwright, and Selenium via a one-line connection change. It provides official Python and Node.js/TypeScript SDKs (Apache 2.0). AI model integrations include OpenAI Computer Use, Claude Computer Use (Anthropic), and Gemini Computer Use. Agent framework integrations span Browser Use, CrewAI, Magnitude, Notte, and Hermes (Nous Research). A Steel MCP Server enables Model Context Protocol-compatible agent tooling. Self-hosting is supported via Docker, with one-click deploys to Railway and Render. The Steel Cookbook on GitHub provides starter templates for all major integrations. Compatibility is also noted with Replit, Val Town, and Stackblitz.
Pricing summary: Steel uses a credit-based monthly pricing model. Hobby (Free): $10 in monthly credits, 100 browser hours, 2 concurrent sessions, basic CAPTCHA and proxy included. Starter ($29/month): 290 browser hours, 2.9 GB proxy bandwidth, 7,200 CAPTCHA solves. Developers ($99/month, most popular): 1,238 browser hours, 12 GB proxy bandwidth, 28,000 CAPTCHA solves. Startups ($499/month): 9,980 browser hours, 166 GB proxy bandwidth, 166,000 CAPTCHA solves. Enterprise: custom pricing with dedicated clusters, unlimited session concurrency, and discounted rates. Annual billing saves 20%. Browser hours are billed by the minute. Additional proxy bandwidth is charged at $5–$8/GB by tier; CAPTCHA solving is priced at $3.00–$3.50 per 1,000 solves.
Review summary: No verified scores were found on major B2B review platforms (G2, Gartner Peer Insights, Capterra) at the time of research. Community reception on Hacker News (114 upvotes, 52 comments on the December 2024 Show HN post) was broadly positive, with developers praising the infrastructure abstraction value and open-source approach. A detailed third-party review on Data4AI highlighted Steel's open-source flexibility, AI-centric design, and cost efficiency as strengths, while noting the beta-status Credentials API and more limited AI framework integrations as weaknesses relative to Browserbase.
Competitive positioning: Steel positions itself as the open-source, developer-first alternative to proprietary browser infrastructure platforms like Browserbase. Its core differentiation is an Apache 2.0-licensed, self-hostable browser API with industry-leading session start times (sub-229ms control-plane latency, beating Browserbase by ~1.6×), a generous free tier, and transparent credit-based pricing. Steel targets developers who want full infrastructure transparency and the option to self-host, while also offering a managed cloud for scale. Its open-source community flywheel (6.9K+ GitHub stars) and active cookbook/integration ecosystem are key growth levers versus closed-platform competitors.
Limitations: Credentials API (secure auth injection for agents) remains in beta with potential stability and security gaps. Free tier is restricted to 2 concurrent sessions, 500 daily requests, and 15-minute max session duration. Rate limiting caps free users at 1 request/second. Integration with AI agent orchestration frameworks (e.g., LangChain, LlamaIndex) is more limited compared to Browserbase. No verified enterprise case studies or named customer outcomes are publicly available. Review platform presence (G2, Gartner) is minimal or absent.


### Source urls

- https://steel.dev/
- https://github.com/steel-dev/steel-browser
- https://docs.steel.dev/
- https://steel.dev/blog
- https://fly.io/customer-stories/steel-dev/
- https://news.ycombinator.com/item?id=42245573
- https://data4ai.com/vendors/browser-infrastructure/steel-dev-review/
- https://nenlabs.xyz/
- https://steel.dev/blog/remote-browser-benchmark
- https://rocketreach.co/steeldev-management_b6f0d461c68df10b

Reviewed at: 2026-04-28T23:07:20.071+00:00


### Customer outcomes





### Reviews breakdown





### Review themes



#### Praised

- Sub-1s session start times vs. competitors
- Open-source transparency and self-hosting option
- Simple one-line migration from Puppeteer/Playwright
- Generous free tier (100 browser hours/month)
- Built-in CAPTCHA solving and proxy rotation out of the box
- Live session viewer and RRweb replay for debugging
- Active cookbook with integrations for major AI frameworks
- Friendly developer experience and responsive founders



#### Criticized

- Credentials API still in beta with potential security gaps
- Free tier limited to 2 concurrent sessions and 500 daily requests
- Fewer native AI framework integrations than Browserbase
- Anti-bot coverage gaps for some advanced targets (e.g., PerimeterX)




### Company facts

Founded year: 2024
Hq: United States (Beaverton, OR per PitchBook; team also based in San Francisco, CA)


#### Founders

- Hussien Hussien
- Nasr Mohamed

Employees range: 1-10
Total funding: Not available
Valuation: Not available
Arr: Not available
Customer count: Not available
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 | 0 | 0 |
| google-ai-mode | 6 | 24 |
| perplexity | 9 | 36 |
| chatgpt-search | 15 | 60 |
| xai-search | 15 | 60 |



## Strengths

| Prompt text | Platform count | Avg position |
| --- | --- | --- |
| What tools do AI agent teams typically use to debug headless browser sessions when autonomous web tasks fail unexpectedly? | 1 | 2 |
| Which AI browser platforms have built-in integrations with workflow automation tools for connecting web agent actions to downstream systems? | 1 | 2 |
| Which cloud browser environments have the best track record for production reliability when AI agents are doing critical multi-step web workflows? | 2 | 2.5 |
| What browser infrastructure platforms are best suited for a startup running 10,000+ automated web tasks per day with strict uptime requirements? | 2 | 4 |



## Gaps

| Prompt text | Competitor presence count |
| --- | --- |
| Which AI-native browser platforms support file uploads, downloads, and form interactions beyond basic clicking and navigation? | 5 |
| I'm evaluating headless browser services for a mid-size team — which ones avoid vendor lock-in by supporting standard browser automation protocols? | 3 |
| Which headless browser platforms integrate natively with popular agent orchestration frameworks so I don't have to write custom glue code? | 3 |
| What are the best browser automation platforms that let an AI agent extract structured data from dynamic, client-rendered pages? | 3 |
| Looking for a browser automation platform purpose-built for AI agents — what should a solo developer consider when getting started? | 2 |



## Topic scores

| Topic name | Prompt count | Cited prompt count |
| --- | --- | --- |
| Capability | 5 | 3 |
| Developer Experience | 5 | 5 |
| Integrations & Ecosystem | 5 | 3 |
| Performance & Reliability | 5 | 5 |
| 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: 3
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: Not available
Chatgpt-search: 2
Xai-search: 9



#### 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: Not available
Xai-search: 19



#### 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: 6
Chatgpt-search: 3
Xai-search: 14



#### 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: 1
Perplexity: Not available
Chatgpt-search: Not available
Xai-search: 13



#### 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: 4
Chatgpt-search: 2
Xai-search: 44



#### 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: 1
Chatgpt-search: 4
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: 2
Xai-search: 64



#### 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: 5
Chatgpt-search: 3
Xai-search: 56



#### 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: 5
Chatgpt-search: 2
Xai-search: 11



#### 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: 2
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: 1
Perplexity: Not available
Chatgpt-search: 2
Xai-search: 70



#### 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: 3
Chatgpt-search: 3
Xai-search: 29



#### 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: 1
Perplexity: Not available
Chatgpt-search: Not available
Xai-search: 18



#### 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: 4
Chatgpt-search: 3
Xai-search: 18



#### 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: 2
Perplexity: Not available
Chatgpt-search: Not available
Xai-search: 19



#### 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: 2
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: Not available
Google-ai-mode: Not available
Perplexity: Not available
Chatgpt-search: 2
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: 4
Chatgpt-search: 4
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: 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 |
| --- | --- |
| 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: 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: 2
Xai-search: 29



#### 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: 8
Chatgpt-search: 2
Xai-search: 45



#### 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://steel.dev/ | Steel \| Browser Infrastructure for AI Agents | steel.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/670e2937-3fa7-4b34-8415-636cc6ad3d18/4d250b01331e0097ded8373782f578e7d4b2a529.png | commercial | blog_post | 39 | 39 |
| https://llms.steel.dev/articles/browser-infrastructure-for-ai-agents-compared/ | AI Agent Browser Infrastructure: 5 Options Compared \| Steel | llms.steel.dev | Not available | commercial | article | 33 | 33 |
| https://docs.steel.dev/ | Overview \| Steel Docs | docs.steel.dev | Not available | commercial | documentation | 16 | 16 |
| https://github.com/steel-dev/steel-browser | GitHub - steel-dev/steel-browser: Open Source Browser API for AI ... | 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 | 11 | 11 |
| https://steel.dev/blog/steel-vs-browserbase-a-practical-comparison | Steel vs Browserbase: a practical comparison - Steel \| Open-source Headless Browser API | steel.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/670e2937-3fa7-4b34-8415-636cc6ad3d18/4d250b01331e0097ded8373782f578e7d4b2a529.png | commercial | blog_post | 9 | 9 |
| https://docs.steel.dev/integrations | Integrations - Steel Docs | docs.steel.dev | Not available | commercial | documentation | 7 | 7 |
| https://docs.steel.dev/overview/sessions-api/overview | Overview \| Steel Docs | docs.steel.dev | Not available | commercial | documentation | 5 | 5 |
| https://steel.dev/blog/pricing-update | Simpler pricing, built for how agents run - Steel.dev | steel.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/670e2937-3fa7-4b34-8415-636cc6ad3d18/4d250b01331e0097ded8373782f578e7d4b2a529.png | commercial | blog_post | 4 | 4 |



## 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 \| Excellent \| Strong \| Limited/enterprise-oriented \| Strong fit if developer experience is the priority \| \| Steel \| Excellent \| Very good \| Excellent \| Yes \| Strong fit if you want local parity + infrastructure control \|... |
| Which cloud browser environments have the best track record for production reliability when AI agents are doing critical multi-step web workflows? | chatgpt-search | \[3\] \| Workflows where site blocking is the dominant failure mode \| \| Steel \| Good fit when you want a more transparent/open infrastructure layer. |
| 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 | \[1\] \| \| Steel \| ~0.89 s end-to-end avg, 1.09 s p95 \| Meets ~1s on average in its published benchmark; especially compelling for frequent short-lived agent sessions. |



## 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-mode | Browserbase | Browserbase (combined with Stagehand) offers a production-grade infrastructure with an official [Browserbase Templates Hub](/goto?url=CAESXAHrOzAVo4pBvpp8ChHIAPocJvRt7dCrrnvpmQYQLXFQNgy7Wr0NnBdRUMOSWexZWU1hR6BmX9T2I6QG3wVgl5tkKWxeu0pOD6iQrrwEd9ZQ... |
| perplexity | Browserless | For a mid-size team, Browserless and Browserbase are the clearest options in the results if you want to keep using established automation libraries rather than rewrite around a proprietary browser-control API. |
| chatgpt-search | Browserbase | ...ice \| Standard protocol access \| Main automation options \| Lock-in considerations \| \| --- \| --- \| --- \| --- \| \| Browserbase \| CDP \| Playwright, Puppeteer, Selenium \| Strong portability for Chromium automation; provider-specific session/ma... |
| chatgpt-search | Browserless | \[1\] \| \| Browserless \| CDP; also Playwright's native protocol \| Playwright, Puppeteer, chromedp and other CDP clients \| Very protocol-oriented. |
| google-ai-mode | Browserless | Browserless While traditional browser infrastructure tools (like Browserbase or Steel) require external orchestration frameworks to pipe data into downstream tools, specialized AI browser and web automation platforms feature native connectors or lo... |
| perplexity | Browserbase | The clearest options are Browserbase and Browserless: - Browserbase has official integrations for LangChain, CrewAI, Mastra, and Browser Use. |
| chatgpt-search | Browserbase | The clearest native-fit option today is Browserbase + Stagehand. * Browserbase — managed headless Chromium with native integrations for LangChain, CrewAI, Mastra, OpenAI Agents SDK, and LangGraph, plus Playwright/Puppeteer/Selenium/Stagehand. |



## Trend

Visibility delta: -6.600000000000001
Avg position delta: 0.3825757575757578
Citation count delta: -20