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Side-by-side comparison · Automation & Workflows

Bardeen vs Manus vs Gumloop

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

Manus

3.7

From From $20/mo

Best overall

Gumloop

3.9

From From $37/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.

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.

Gumloop

3.9
Best overall

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

Overview

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

Rating breakdown

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

AttributeBardeenManusGumloop
Overall rating3.33.73.9Winner
Ease of useHow quickly someone non-technical gets value from it.
3.5
4.5
4.0
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
3.5
4.0
Value for moneyWhat you get for the price, including the free plan.
3.5
3.0
3.5
Speed & reliabilityHow fast it is and how often it falls over.
3.0
3.5
4.0

Feature comparison

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

AttributeBardeenManusGumloop
Access & platform
Free plan Yes Yes No
Mobile app No Yes No
Desktop app No Yes No
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 Yes No
Writes code No Yes Yes
Runs agents or automations Yes Yes Yes
Learns your brand or style No No Yes
Works in many languages– Yes–
Capabilities score6/ 1715/ 1710/ 17

Pricing

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

AttributeBardeenManusGumloop
Plans

Free

Free

Trying a scrape or two.

Free

Free

Quick questions and seeing what it can do.

ProOur pick

From $37/mo

Anyone who wants AI doing the research and data work.

Basic

From $10/mo

Occasional prospecting.

ProOur pick

From $20/mo, less with yearly billing

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

Enterprise

Custom

Companies that need security controls and a private cloud.

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.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.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.

Key features

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

Pros and cons

AttributeBardeenManusGumloop
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
  • 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
  • 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
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
  • 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
  • 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

Who each one is for

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

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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