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Side-by-side comparison · Automation & Workflows

Browse AI vs Gumloop vs Parabola

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

Gumloop

3.9

From From $37/mo

Best overall

Parabola

4.0

Free to start

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.

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

Best overall

Pick it if: Operations and finance teams at ecommerce and logistics businesses who live in spreadsheets.

Overview

AttributeBrowse AIGumloopParabola
In one lineScrape data from websites and track changes, set up by pointing and clicking.Build AI agents that research, scrape and enrich data across your work apps.Automates messy operations data jobs like reconciliations, reports and invoice audits.
Pricing modelFreemiumFreemiumFreemium
Starting price$19/moFrom $37/moFree
Free plan Yes No Yes
Works with Claude Code Yes Yes No

Rating breakdown

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

AttributeBrowse AIGumloopParabola
Overall rating3.93.94.0Winner
Ease of useHow quickly someone non-technical gets value from it.
4.5
4.0
3.5
FeaturesHow completely it covers its own job, and how well the pieces fit together.
4.0
4.0
4.5
Output qualityHow good the results are before you fix them.
4.0
4.0
4.5
Value for moneyWhat you get for the price, including the free plan.
3.5
3.5
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 AIGumloopParabola
Access & platform
Free plan Yes No Yes
Mobile app– No–
Desktop app– No–
Browser extension 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–
Makes images No– No
Makes video No No No
Writes code No Yes–
Runs agents or automations Yes Yes Yes
Learns your brand or style– Yes–
Works in many languages–––
Capabilities score7/ 1710/ 176/ 17

Pricing

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

AttributeBrowse AIGumloopParabola
Plans

Free

Free

Testing a robot or two.

ProOur pick

From $37/mo

Anyone who wants AI doing the research and data work.

BasicOur pick

Free

One person automating their own reports.

Personal

$19/mo billed yearly, or $48 monthly

One person monitoring a few sites.

Enterprise

Custom

Companies that need security controls and a private cloud.

Business

Custom

Operations and finance teams.

ProfessionalOur pick

$69/mo billed yearly, or $87 monthly

Teams scraping several sites regularly.

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.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.Start on the free Basic plan to rebuild one report you do every week. If the team needs to share and govern Flows, ask for a Business proof of concept, which is free if it doesn't prove value.

Key features

AttributeBrowse AIGumloopParabola
Standout features
  • Point-and-click robots
  • Monitoring and alerts
  • Pre-built robots
  • Send data anywhere
  • API
  • Agents from a description
  • Web scraping and browsing
  • 35+ AI models
  • Company Brain
  • Chrome extension
  • MCP and CLI
  • Visual Flows
  • AI builder
  • Messy file handling
  • Reports and worklists
  • Scheduling
  • Governance

Pros and cons

AttributeBrowse AIGumloopParabola
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
  • 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
  • Handles messy exports and PDFs well
  • Every step is visible and checkable
  • Strong fit for ecommerce and logistics data
  • Free plan to rebuild one real report
  • Business plans start with a proof of concept
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
  • 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
  • No public prices for team plans
  • Free plan is one user with limited AI
  • Complex Flows take time to learn
  • Older pricing and guides online no longer match the current product

Who each one is for

AttributeBrowse AIGumloopParabola
Best for
  • Competitor price monitoring
  • Pulling listings into a spreadsheet
  • Alerts when a web page changes
  • Building lead lists from directories
  • Website scraping and research
  • Lead enrichment and scoring
  • Summarising documents in bulk
  • Scheduled reports from your work apps
  • Inventory and order reconciliation
  • Shipping and parcel invoice audits
  • Weekly operations and finance reports
  • Combining exports from several systems
You'll find it used by
  • Ecommerce teams
  • Marketers
  • Sales teams
  • Researchers
  • Recruiters
  • Marketers
  • Sales teams
  • Researchers
  • Ops teams
  • Ecommerce operations
  • Finance teams
  • Supply chain and logistics
  • Marketplace sellers

Questions people ask

Which is better, Browse AI, Gumloop or Parabola?

Parabola scores highest overall in our ratings (Browse AI 3.9/5, Gumloop 3.9/5 and Parabola 4.0/5). Browse AI is best for competitor price monitoring and pulling listings into a spreadsheet. Gumloop is best for website scraping and research and lead enrichment and scoring. Parabola is best for inventory and order reconciliation and shipping and parcel invoice audits.

Which is cheaper, Browse AI, Gumloop or Parabola?

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

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

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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