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Bardeen

AI agent for browser automation and multi-step workflows without writing code


Bardeen is a browser-based AI automation tool founded in San Francisco in 2020. It runs as a Chrome extension and lets you build multi-step automations called playbooks, either by describing what you want to Magic Box (the natural language builder) or by choosing from a library of pre-built templates. It connects to over 200 apps and can scrape web pages, fill forms, and extract data from sites that don't have APIs. The free plan gives 100 credits per month; Pro is $99 per month. Bardeen is particularly used by sales, recruiting, and research teams for workflows that involve web pages and SaaS tools.

Bardeen started with a simple observation: a lot of knowledge work involves tasks that are annoying enough to want automated but don't fit neatly into the API-to-API model that tools like Zapier and n8n are built on. Sales reps copy-pasting contact info from LinkedIn to a CRM. Recruiters pulling candidate details from job boards into an ATS. Researchers manually collecting data from a dozen pages into a spreadsheet. These tasks require being on the web page, not just calling an API.

Bardeen's answer is a Chrome extension that can automate within the browser context, combined with AI that can generate automations from natural language and agents that can perform multi-step research tasks. Founded in San Francisco in September 2020, it's carved out a clear niche among sales, recruiting, and research teams.

Quick verdict

Bardeen is the right tool when your automation needs to touch a web page, not just an API. The Magic Box natural language builder is one of the more honest implementations of "just describe what you want" in the automation category, producing usable starting points on common patterns. The pre-built playbook library covers a lot of ground for sales and recruiting teams specifically.

The pricing is where Bardeen asks the most of you. The free plan's 100 credits per month is genuinely limited, and the jump to $99 for Pro is steep. If your use case is narrow and well-covered by the templates, it can be worth it. If you're on the fence, the free tier is big enough to test the specific workflow you have in mind before committing.

Browser automation as a first-class capability

The defining characteristic of Bardeen is that it runs inside Chrome. That gives it access to things that no API-based automation tool can reach. It can read the content of any page you're on. It can click elements, fill fields, extract structured data from tables or lists, and interact with web UIs as if a person were doing it.

This is a meaningful capability in practice. LinkedIn's API access is heavily restricted for third-party apps, which means Zapier or Make can't meaningfully interact with LinkedIn profiles directly. Bardeen can, because it's running in your browser session with your authenticated LinkedIn account. Same for Salesforce's UI-specific workflows, niche tools that have no API, or internal systems that exist only as web apps.

The scraper is a practical example of this. You can point Bardeen at any web page, define the data structure you want to extract (names in a list, prices in a table, contact details from a directory), and pull that data into Google Sheets, Airtable, or a CRM. No API key, no authentication setup beyond being logged in, no rate limits imposed by the platform because you're not using their API.

The trade-off is that browser-based automation is inherently more fragile than API-based automation. A website redesign, a change in HTML structure, or a JavaScript-heavy page that loads content asynchronously can break a playbook that worked yesterday. Bardeen handles this reasonably well on major platforms that it specifically supports, but custom scrapers on arbitrary sites require more maintenance.

Magic Box

Magic Box is Bardeen's natural language automation builder. You type what you want to automate in plain English, and Bardeen generates a playbook with the appropriate steps. The generation quality is good enough to produce a useful draft on common sales, recruiting, and research patterns. "When I'm on a company's website, find their LinkedIn page, extract the CEO's name and email, and add a row to my HubSpot pipeline" is the kind of request that usually produces a workable starting point.

Where Magic Box struggles is on unusual combinations or tasks outside the patterns it's seen frequently. The more specific and bespoke your requirement, the more likely the generated playbook needs substantial editing. But even as a scaffold, getting a draft with the rough step structure in place is faster than building from scratch for users who are new to the platform.

Pre-built playbook library

Bardeen has a community library with hundreds of pre-built playbooks organized by use case. The sales and recruiting collections are the strongest. "Save LinkedIn profile to Salesforce," "Export search results to Google Sheets," "Enrich HubSpot contacts with company data" are the kinds of templates that a sales operations team can install and run with minimal configuration.

This library is a real asset for teams whose workflows fit common patterns. Instead of building automation from scratch, you find the template closest to what you need, clone it, adjust the field mappings for your specific CRM setup, and you're running. The time from zero to a working automation on a well-covered use case can genuinely be under 15 minutes.

The coverage is uneven outside sales and recruiting. Research and operations workflows have templates, but fewer and with less refinement. If your use case is in a category that doesn't get much template attention, you're building from scratch, and the visual editor for doing that is functional but not as polished as the template experience.

AI agent capabilities

Beyond playbook automation, Bardeen has an AI agent mode where the system can execute multi-step research tasks with more autonomy. You give it a goal, it uses its available tools (browser access, integrations, scraper) to work toward that goal, and it produces structured output. This works reasonably well for research tasks like "find all companies in this list that have posted a job for a VP of Sales in the last 30 days and compile the results."

The agent mode is less reliable than pre-defined playbooks. It makes decisions about which pages to visit and which data to extract, and those decisions aren't always correct. For tasks where you need consistent, predictable output, a well-defined playbook is more dependable. Agent mode is more useful for exploratory tasks where you want the system to figure out the approach.

Pricing in practice

The free plan's 100 credits per month is the right amount to test whether Bardeen does what you need, but not enough for any regular workflow. Each playbook run consumes credits based on the steps involved, and cloud runs (which execute even when your browser is closed) cost more than local runs. A sales rep running enrichment workflows daily will exhaust 100 credits in a day or two.

Pro at $99 per month is a serious commitment. It's priced like a professional SaaS tool, which it is, but the jump from $0 to $99 with nothing in between means the free-to-paid conversion decision is all-or-nothing. The comparison to Make.com at $9 per month for Core or n8n at €20 per month for Cloud Starter is stark, though those tools can't do what Bardeen does in the browser.

If you're evaluating Bardeen for a team, the Business plan at $379 per month is designed for that and includes team management and higher credit allowances. The value equation depends entirely on whether browser automation is the core of your workflow or a peripheral need.

How Bardeen sits against the alternatives

Bardeen vs Zapier Agents

Zapier is the stronger choice for API-to-API automation between well-supported apps. Bardeen is the stronger choice when your workflow requires browser interaction. They cover different ground, and many teams use both. Zapier has a more mature platform, more integrations in aggregate, and better documentation. Bardeen can automate things Zapier cannot reach.

Bardeen vs n8n

n8n is a developer tool that gives you full code access, self-hosting, and deep AI agent capabilities. It operates via APIs and HTTP calls, not browser interaction. Bardeen is a no-code tool built around browser access. For technical teams building complex internal automation, n8n is more capable. For non-technical teams needing browser-based workflows, Bardeen is more accessible.

Bardeen vs browser-use / MultiOn

Browser-use and MultiOn are agent-first browser automation tools that take a more LLM-centric approach: the model navigates the browser and makes decisions at each step. Bardeen's playbook model is more structured and predictable. Browser-use is better for open-ended tasks where you can't pre-define the steps. Bardeen is better for repeatable workflows where you want consistent behavior.

Who Bardeen is built for

The clearest audience is sales development reps, recruiters, and research analysts who spend a significant portion of their day pulling information from web pages and moving it into CRM or tracking systems. If that description fits your role and you're doing those tasks manually today, the $99 per month Pro plan can pay for itself in hours saved within a week.

Individuals automating personal productivity workflows are a secondary audience. The free plan is sized for this use case if you're disciplined about what you automate, and the Chrome extension makes triggering playbooks from the context of whatever you're browsing genuinely convenient.

Bardeen is a weaker fit for large-scale data pipeline work, complex conditional automation with many branching paths, or teams who need self-hosting for data privacy. For those cases, n8n or Make.com are better starting points.

Getting started

Install the Chrome extension from the Bardeen site. The setup takes a few minutes and walks you through connecting your first integration. After that, go to the template library and find a playbook close to a task you actually do. Install it, connect your accounts, run it on a real piece of work, and see whether the output is what you expected.

The Magic Box is worth trying on two or three of your specific automation ideas before committing to building manually. Type what you want, review the generated playbook, and judge whether it's close enough to your need to be worth refining. That exercise will tell you more about whether Bardeen fits your workflow than any documentation.

The free plan is the right place to spend a week evaluating whether the browser automation approach covers your actual use cases before deciding whether $99 per month makes sense.

Key features

  • Magic Box natural language automation builder converts a description into a working playbook
  • Chrome extension runs automations directly in the browser context
  • 200+ pre-built integrations including LinkedIn, Salesforce, HubSpot, Notion, Airtable, Google Sheets
  • Scraper for extracting structured data from any web page
  • Scheduled and trigger-based playbook execution in the cloud
  • AI agent loop with tool use for multi-step research and data collection
  • Pre-built playbook library covering sales, recruiting, research, and operations workflows

Pros and cons

Pros

  • + Magic Box natural language interface lowers the barrier to building automations significantly
  • + Browser context gives it access to web pages in ways cloud automation tools can't match
  • + Pre-built playbook library covers common sales, recruiting, and research workflows without setup
  • + Scraper can extract structured data from any web page, including sites with no API
  • + Runs in the cloud so playbooks can execute on a schedule without your laptop being open
  • + Active template community with shared playbooks from other users

Cons

  • − Chrome-only; no Firefox, Safari, or standalone desktop app
  • − Free plan's 100 credits per month is very limited for active daily use
  • − Pro at $99/month is a significant jump from free with nothing in between
  • − Cloud credits can deplete quickly on automations that touch many pages or steps
  • − Less flexible than n8n or Make for complex conditional logic or custom data transformation
  • − AI agent behavior can be inconsistent on pages with unusual structure or heavy JavaScript

Who is Bardeen for?

  • Sales teams enriching CRM records by pulling contact info from LinkedIn and web searches
  • Recruiters automating sourcing workflows from job boards and LinkedIn to ATS systems
  • Researchers collecting structured data from web pages and organizing it in spreadsheets
  • Operations teams running repetitive web-based tasks like form submissions and status checks
  • Individual users automating personal productivity workflows across browser-based tools

Alternatives to Bardeen

If Bardeen isn't quite the right fit, the closest alternatives are zapier-agents , n8n , browser-use , and multion . See our full Bardeen alternatives page for side-by-side comparisons.

Frequently Asked Questions

What is Bardeen?
Bardeen is an AI automation tool that runs primarily as a Chrome extension. It lets you build "playbooks," which are multi-step automations that can interact with websites directly in the browser, call external APIs, and pass data between apps. You can build playbooks by describing what you want in natural language (Magic Box), picking from a pre-built template library, or assembling steps manually in the visual editor. It's particularly useful for workflows that involve web scraping, LinkedIn outreach, CRM updates, and research tasks where you need to pull data from pages that don't have clean APIs.
How does Magic Box work?
Magic Box is Bardeen's natural language automation builder. You type a description of what you want to automate, for example "when I find a company on LinkedIn, save their name, website, and headcount to a Google Sheet and add them to HubSpot," and Bardeen generates a playbook with the appropriate steps. The output usually needs some adjustment, particularly around field mappings and authentication, but for common workflow patterns it produces a working draft much faster than building from scratch. Magic Box works best on tasks that follow patterns it's seen before; unusual or highly specific requirements may produce a less useful starting point.
Is Bardeen free?
The free plan gives you 100 non-cloud credits per month. Non-cloud credits cover automations that run while your browser is open. If you want playbooks to run on a schedule without your computer being active, that requires cloud credits, which are a paid feature. Pro at $99 per month includes 500 cloud credits and access to all 200+ integrations. The free tier is sufficient for evaluating the product and running occasional automations, but for any regular daily use you'll need a paid plan. The jump from free to $99 is steep compared to tools like [Make.com](/agents/make-com/) where Core starts at $9.
How does Bardeen compare to Zapier?
The main difference is where the automation runs. Zapier runs in the cloud and connects apps via their APIs. Bardeen runs in your browser and can interact with web pages directly, which means it can automate things that have no API: scraping a page, filling a form, clicking buttons, extracting data from a UI. For API-to-API automation between standard SaaS apps, Zapier has more integrations and a more mature platform. For workflows that require browser interaction, Bardeen can do things Zapier simply can't. Many teams use both: Zapier for API workflows, Bardeen for tasks that require being on the page.
What are Bardeen playbooks?
Playbooks are Bardeen's term for saved automation workflows. Each playbook is a sequence of steps that can include scraping a web page, calling an app integration, transforming data, sending it to a destination, and more. You can run a playbook manually with a keyboard shortcut while browsing, trigger it from a schedule, or fire it when a specific condition is met. The pre-built playbook library has hundreds of templates organized by use case (sales, recruiting, research, operations), which makes it faster to find a starting point than building from scratch.

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