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Side-by-side comparison · Automation & Workflows

Gumloop vs Parabola vs UiPath

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

Gumloop

3.9

From From $37/mo

Best overall

Parabola

4.0

Free to start

UiPath

3.9

From From $25/mo

Comparing 3 tools, the maximum.

At a glance

Easiest to use

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.

Pick it if: Operations and IT teams at mid-size and large companies automating high-volume back-office processes.

Overview

AttributeGumloopParabolaUiPath
In one lineBuild AI agents that research, scrape and enrich data across your work apps.Automates messy operations data jobs like reconciliations, reports and invoice audits.Enterprise automation that runs software robots and AI agents across business apps.
Pricing modelFreemiumFreemiumFreemium
Starting priceFrom $37/moFreeFrom $25/mo
Free plan No Yes Yes
Works with Claude Code Yes No Yes

Rating breakdown

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

AttributeGumloopParabolaUiPath
Overall rating3.94.0Winner3.9
Ease of useHow quickly someone non-technical gets value from it.
4.0
3.5
3.0
FeaturesHow completely it covers its own job, and how well the pieces fit together.
4.0
4.5
5.0
Output qualityHow good the results are before you fix them.
4.0
4.5
4.5
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.
4.0
4.0
4.0

Feature comparison

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

AttributeGumloopParabolaUiPath
Access & platform
Free plan No Yes Yes
Mobile app No––
Desktop app No– Yes
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 Yes
AI abilities
Works with your files Yes Yes Yes
Understands images Yes– Yes
Makes images– No No
Makes video No No No
Writes code Yes– Yes
Runs agents or automations Yes Yes Yes
Learns your brand or style Yes––
Works in many languages–––
Capabilities score10/ 176/ 1712/ 17

Pricing

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

AttributeGumloopParabolaUiPath
Plans

ProOur pick

From $37/mo

Anyone who wants AI doing the research and data work.

BasicOur pick

Free

One person automating their own reports.

Community

Free

Learning and small personal or community projects.

Enterprise

Custom

Companies that need security controls and a private cloud.

Business

Custom

Operations and finance teams.

Basic

From $25/mo

Simple personal automations.

StandardOur pick

Custom (60-day free trial)

Businesses running automations in production.

Enterprise

Custom

Large organisations with strict security needs.

Which plan to pickPro 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.Learn on Community. If you are automating real business processes, Standard is where agents and document extraction open up; use the 60-day trial to prove one process before signing. UiPath says the Basic plan is being reworked.

Key features

AttributeGumloopParabolaUiPath
Standout features
  • 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
  • Software robots
  • AI agents
  • Document understanding
  • Orchestration
  • Developer tools
  • Test automation

Pros and cons

AttributeGumloopParabolaUiPath
Pros
  • 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
  • Works with almost any app, including legacy systems
  • Very complete platform for robots, agents, documents and testing
  • Strong governance, security and audit features
  • Free Community plan for learning
  • Large partner network and training resources
Cons
  • 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
  • Expensive and confusing licensing
  • Steep learning curve for non-developers
  • Version updates can break existing automations
  • Too heavy for small businesses with simple needs

Who each one is for

AttributeGumloopParabolaUiPath
Best for
  • 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
  • Automating old desktop and legacy systems
  • Invoice and document processing at volume
  • Finance, HR and shared-services teams
  • Processes that need audit trails and governance
You'll find it used by
  • Marketers
  • Sales teams
  • Researchers
  • Ops teams
  • Ecommerce operations
  • Finance teams
  • Supply chain and logistics
  • Marketplace sellers
  • Operations teams
  • Finance and shared services
  • IT teams
  • Large enterprises
  • Consulting partners

Questions people ask

Which is better, Gumloop, Parabola or UiPath?

Parabola scores highest overall in our ratings (Gumloop 3.9/5, Parabola 4.0/5 and UiPath 3.9/5). 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. UiPath is best for automating old desktop and legacy systems and invoice and document processing at volume.

Which is cheaper, Gumloop, Parabola or UiPath?

Gumloop: There's no free plan. Paid plans start at From $37/mo. Parabola: It's free to use. UiPath: There's a free plan, and paid plans start at From $25/mo.

Which is easier to use, Gumloop, Parabola or UiPath?

Gumloop rates highest for ease of use in our scores. Marketers, sales teams and researchers who want AI to do the repetitive reading, sorting and summarising.

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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