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Side-by-side comparison · Automation & Workflows

Bardeen vs Gumloop vs Manus

Everything that matters when choosing between them, in one place: our rating, what each can do, what they cost, and the trade-offs.

Bardeen

3.3

From From $10/mo

Best overall

Gumloop

3.9

From From $37/mo

Manus

3.7

From From $20/mo

Comparing 3 tools, the maximum.

At a glance

Bardeen

3.3

Pick it if: Salespeople, recruiters and founders who spend hours copying contact details out of websites.

Gumloop

3.9
Best overall

Pick it if: Marketers, sales teams and researchers who want AI to do the repetitive reading, sorting and summarising.

Manus

3.7
Easiest to use

Pick it if: People who want to hand off whole tasks and don't want to build the automation themselves.

Overview

AttributeBardeenGumloopManus
In one linePulls leads off websites like LinkedIn into a spreadsheet or CRM, then enriches them.Build AI agents that research, scrape and enrich data across your work apps.A general-purpose agent that takes a goal and works through it in its own browser.
Pricing modelFreemiumFreemiumFreemium
Starting priceFrom $10/moFrom $37/moFrom $20/mo
Free plan Yes No Yes
Works with Claude Code No Yes Yes

Rating breakdown

Our scores out of 5. The higher bar in each row is highlighted.

AttributeBardeenGumloopManus
Overall rating3.33.9Winner3.7
Ease of useHow quickly someone non-technical gets value from it.
3.5
4.0
4.5
FeaturesHow much it can do, and how well the pieces fit together.
3.0
4.0
4.0
Output qualityHow good the results are before you fix them.
3.5
4.0
3.5
Value for moneyWhat you get for the price, including the free plan.
3.5
3.5
3.0
Speed & reliabilityHow fast it is and how often it falls over.
3.0
4.0
3.5

Feature comparison

A tick means it does this today. A dash means we haven't checked.

AttributeBardeenGumloopManus
Access & platform
Free plan Yes No Yes
Mobile app No No Yes
Desktop app No No Yes
Browser extension Yes Yes Yes
API access– Yes Yes
Teams & business
Team workspace Yes Yes Yes
Enterprise plan or SSO Yes Yes Yes
Connects to other apps Yes Yes Yes
Open source or self-hosted No No No
AI abilities
Works with your files– Yes Yes
Understands images– Yes Yes
Makes images No– Yes
Makes video No No Yes
Writes code No Yes Yes
Runs agents or automations Yes Yes Yes
Learns your brand or style No Yes No
Works in many languages–– Yes
Capabilities score6/ 1710/ 1715/ 17

Pricing

Plans as listed on each vendor's site when we last checked. Confirm before you buy.

AttributeBardeenGumloopManus
Plans

Free

Free

Trying a scrape or two.

ProOur pick

From $37/mo

Anyone who wants AI doing the research and data work.

Free

Free

Quick questions and seeing what it can do.

Basic

From $10/mo

Occasional prospecting.

Enterprise

Custom

Companies that need security controls and a private cloud.

ProOur pick

From $20/mo, less with yearly billing

Anyone who wants to hand off real research and build jobs.

PremiumOur pick

$50/mo, or $480/yr

A salesperson prospecting every week.

Pro (higher tier)

From $40/mo, less with yearly billing

Heavier users and anyone publishing websites with it.

Enterprise

Custom

Teams that want scrapers built and maintained for them.

Team

From $20/seat/mo

Teams that want shared credits and admin controls.

Enterprise

Custom

Large organisations.

Which plan to pickStart free to confirm it can read the sites you care about. If prospecting is a weekly job, Premium is the sensible tier; the Basic plan runs out of credits quickly once you add enrichment.Pro is the only option short of Enterprise, so use the 14-day trial to run one real job end to end and watch the credit meter. If it comes in under 20,000 credits a month, you are set.Try the Free plan for a week to get a feel for how many credits a real task uses, then move to the $20 Pro tier. Only go higher if you run out most months or you want it to publish websites for you.

Key features

AttributeBardeenGumloopManus
Standout features
  • AI scraper
  • Contact enrichment
  • Lead scoring
  • Sheet and CRM export
  • Premium scrapers
  • Agents from a description
  • Web scraping and browsing
  • 35+ AI models
  • Company Brain
  • Chrome extension
  • MCP and CLI
  • Autonomous agent
  • Wide Research
  • Slides, websites and docs
  • Scheduled automations
  • My Browser
  • Mobile and desktop apps

Pros and cons

AttributeBardeenGumloopManus
Pros
  • Gets data off web pages that no official integration can reach
  • Scrape, enrich and score in one place
  • No code or CSS selectors needed
  • A free tier that lets you test it properly
  • Builds a working agent from a plain-English description
  • Strong at scraping, research and enrichment jobs
  • Unlimited seats, so the whole team can use one plan
  • Choice of models and the option to bring your own keys
  • You describe the result, not the steps
  • Strong at research, reports and first-draft decks
  • Scheduled tasks turn it into a hands-off research assistant
  • Apps for phone, desktop and browser
Cons
  • Runs in your browser, so you are usually tied to your desk while it works
  • Scrapers break when websites change their layout
  • Credits are tight and expire at the end of each period
  • It has dropped most of its general automation features
  • Scraping LinkedIn at volume can get your account restricted
  • No free plan, only a 14-day trial
  • The 8% orchestration fee sits on top of model costs
  • Costs more than Zapier or Make for simple non-AI automations
  • Fewer everyday app connections than the big automation tools
  • Pricing and plan structure have changed several times
  • Credits are hard to predict and one big task can drain the monthly allowance
  • Output needs checking, and it can waste credits on dead ends
  • Not suited to automations that must run the same way every time
  • Few direct app connections compared with the automation tools
  • Pricing page does not load without JavaScript, so plan details are hard to confirm

Who each one is for

AttributeBardeenGumloopManus
Best for
  • Scraping LinkedIn and directories
  • Getting prospect lists into a CRM
  • Finding emails and phone numbers
  • Scoring leads against your ideal customer
  • Website scraping and research
  • Lead enrichment and scoring
  • Summarising documents in bulk
  • Scheduled reports from your work apps
  • Multi-step research with a report at the end
  • Lead lists and data gathering
  • Scheduled recurring tasks
  • Quick prototypes and slide decks
You'll find it used by
  • Sales teams
  • Recruiters
  • Founders
  • Agencies
  • Marketers
  • Sales teams
  • Researchers
  • Ops teams
  • Founders
  • Marketers
  • Researchers
  • Consultants

How we compare

Ratings are our own, from using each tool, across ease of use, features, output quality, value for money, speed & reliability. The "Visit" buttons may use affiliate links, which never affect a score.

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