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Side-by-side comparison · Automation & Workflows

Browse AI vs Composio 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.

Browse AI

3.9

From $19/mo

Best overall

Composio

4.2

From $29/mo

Gumloop

3.9

From From $37/mo

Comparing 3 tools, the maximum.

At a glance

Easiest to use

Pick it if: Ecommerce, marketing and sales teams that need data from other websites without writing code.

Best overallBest value

Pick it if: People who already use Claude or ChatGPT every day and want it to act in their business apps, plus developers building agents that need app access.

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

Overview

AttributeBrowse AIComposioGumloop
In one lineScrape data from websites and track changes, set up by pointing and clicking.Plug Claude or ChatGPT into 1,500+ apps so it can send the email, not just draft it.Build AI agents that research, scrape and enrich data across your work apps.
Pricing modelFreemiumFreemiumFreemium
Starting price$19/mo$29/moFrom $37/mo
Free plan Yes Yes No
Works with Claude Code Yes Yes Yes

Rating breakdown

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

AttributeBrowse AIComposioGumloop
Overall rating3.94.2Winner3.9
Ease of useHow quickly someone non-technical gets value from it.
4.5
4.0
4.0
FeaturesHow completely it covers its own job, and how well the pieces fit together.
4.0
4.5
4.0
Output qualityHow good the results are before you fix them.
4.0
4.0
4.0
Value for moneyWhat you get for the price, including the free plan.
3.5
4.5
3.5
Speed & reliabilityHow fast it is and how often it falls over.
3.5
4.0
4.0

Feature comparison

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

AttributeBrowse AIComposioGumloop
Access & platform
Free plan Yes Yes No
Mobile app– No No
Desktop app– No No
Browser extension Yes No Yes
API access Yes 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– No Yes
Understands images–– Yes
Makes images No No–
Makes video No No No
Writes code No No Yes
Runs agents or automations Yes Yes Yes
Learns your brand or style– No Yes
Works in many languages– No–
Capabilities score7/ 176/ 1710/ 17

Pricing

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

AttributeBrowse AIComposioGumloop
Plans

Free

Free

Testing a robot or two.

HobbyOur pick

Free

Individuals connecting their own assistant to their own apps.

ProOur pick

From $37/mo

Anyone who wants AI doing the research and data work.

Personal

$19/mo billed yearly, or $48 monthly

One person monitoring a few sites.

Pro

$29/mo

Teams, or products with real users calling tools.

Enterprise

Custom

Companies that need security controls and a private cloud.

ProfessionalOur pick

$69/mo billed yearly, or $87 monthly

Teams scraping several sites regularly.

Enterprise

Custom

Companies with security reviews and high volume.

Premium

From $500/mo billed yearly

High-volume or protected sites.

Which plan to pickTest on Free first to make sure your target sites work. Professional suits most business use because of the site and user limits; pay yearly if you are sure, as monthly costs much more.If you are connecting your own Claude or ChatGPT to your own apps, Hobby is all you need. Move to Pro when a team or a product of yours starts using it, so usage keeps running past the free cap instead of pausing until next month.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

AttributeBrowse AIComposioGumloop
Standout features
  • Point-and-click robots
  • Monitoring and alerts
  • Pre-built robots
  • Send data anywhere
  • API
  • 1,500+ app toolkits
  • Works inside your assistant
  • Managed sign-ins
  • Triggers
  • Custom tools and MCP servers
  • Developer platform
  • Agents from a description
  • Web scraping and browsing
  • 35+ AI models
  • Company Brain
  • Chrome extension
  • MCP and CLI

Pros and cons

AttributeBrowse AIComposioGumloop
Pros
  • Very easy to set up without code
  • Scheduled monitoring with change alerts
  • Free plan to test on your own target sites
  • Connects to Sheets, Airtable and automation tools
  • One connection covers more than 1,500 apps
  • Very generous free plan
  • Works with Claude, ChatGPT, Claude Code and Cursor
  • Handles app logins and token refresh for you
  • Usage pricing is cheap compared with per-task tools
  • 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
  • Robots can break when a site changes layout
  • Sites with bot protection may fail or use extra credits
  • Credits run down faster than expected on multi-page jobs
  • Some users report billing issues after cancelling
  • Built for developers first, so the dashboard has jargon
  • Not a workflow builder: no canvas or scheduled runs
  • Some actions in less popular apps are thin
  • Extras like web search and transcription are billed per call
  • 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

AttributeBrowse AIComposioGumloop
Best for
  • Competitor price monitoring
  • Pulling listings into a spreadsheet
  • Alerts when a web page changes
  • Building lead lists from directories
  • Letting Claude act in Gmail, Slack and your CRM
  • One connector instead of dozens of MCP servers
  • Giving custom AI agents access to users' apps
  • Covering apps with no official connector
  • Website scraping and research
  • Lead enrichment and scoring
  • Summarising documents in bulk
  • Scheduled reports from your work apps
You'll find it used by
  • Ecommerce teams
  • Marketers
  • Sales teams
  • Researchers
  • Recruiters
  • Founders
  • Ops teams
  • Developers
  • AI power users
  • Marketers
  • Sales teams
  • Researchers
  • Ops teams

Questions people ask

Which is better, Browse AI, Composio or Gumloop?

Composio scores highest overall in our ratings (Browse AI 3.9/5, Composio 4.2/5 and Gumloop 3.9/5). Browse AI is best for competitor price monitoring and pulling listings into a spreadsheet. Composio is best for Letting Claude act in Gmail, Slack and your CRM and one connector instead of dozens of MCP servers. Gumloop is best for website scraping and research and lead enrichment and scoring.

Which is cheaper, Browse AI, Composio or Gumloop?

Browse AI: There's a free plan, and paid plans start at $19/mo. Composio: There's a free plan, and paid plans start at $29/mo. Gumloop: There's no free plan. Paid plans start at From $37/mo.

Which is easier to use, Browse AI, Composio or Gumloop?

Browse AI rates highest for ease of use in our scores. Ecommerce, marketing and sales teams that need data from other websites without writing code.

How we compare

Ratings are our own, from using each tool, across ease of use, features, output quality, value for money, speed & reliability.

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