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Side-by-side comparison · Automation & Workflows

Gumloop vs Parabola vs Zapier

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

Parabola

4.0

Free to start

Best overall

Zapier

4.2

From From $19.99/mo

Comparing 3 tools, the maximum.

At a glance

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

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

Best overallEasiest to use

Pick it if: Anyone who's sick of copying data between apps and has never written a line of code.

Overview

AttributeGumloopParabolaZapier
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.When something happens in one app, Zapier does the next step in another. No code needed.
Pricing modelFreemiumFreemiumFreemium
Starting priceFrom $37/moFreeFrom $19.99/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.

AttributeGumloopParabolaZapier
Overall rating3.94.04.2Winner
Ease of useHow quickly someone non-technical gets value from it.
4.0
3.5
5.0
FeaturesHow completely it covers its own job, and how well the pieces fit together.
4.0
4.5
4.5
Output qualityHow good the results are before you fix them.
4.0
4.5
4.0
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
4.5

Feature comparison

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

AttributeGumloopParabolaZapier
Access & platform
Free plan No Yes Yes
Mobile app No––
Desktop app No– 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 Yes
Understands images 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– No
Works in many languages–––
Capabilities score10/ 176/ 179/ 17

Pricing

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

AttributeGumloopParabolaZapier
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.

Free

Free

Testing one or two simple automations.

Enterprise

Custom

Companies that need security controls and a private cloud.

Business

Custom

Operations and finance teams.

ProfessionalOur pick

From $19.99/mo billed yearly, or $29.99/mo

One person running real automations for a business.

Team

From $69/mo billed yearly, or $103.50/mo

A team that shares Zaps and app connections.

Enterprise

Custom

Large companies with security and compliance 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.Start on Free to confirm your apps connect, then move to Professional on yearly billing. Buy the smallest task tier and let Zapier tell you when you are close to the limit, because it is easy to overestimate how many tasks you need.

Key features

AttributeGumloopParabolaZapier
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
  • 8,000+ app connections
  • Copilot builder
  • Multi-step Zaps with paths
  • Tables, Interfaces and Chatbots
  • Agents
  • Zap history and replay

Pros and cons

AttributeGumloopParabolaZapier
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
  • Fastest to learn of any automation tool here
  • Connects to far more apps than anyone else
  • Copilot builds a working Zap from a plain-English description
  • Reliable, with clear run history when something fails
  • Tables, Interfaces and Chatbots cover simple internal tools
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
  • Per-task pricing gets expensive fast, and every step counts as a task
  • The free plan is too limited to run anything real
  • Zaps run in a straight line, so branching and loops are clumsier than in Make
  • Each extra product (Tables, Interfaces, Chatbots) has its own limits and costs

Who each one is for

AttributeGumloopParabolaZapier
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
  • Sending form submissions to spreadsheets
  • New lead alerts in Slack or email
  • Syncing contacts between tools
  • Connecting niche apps nobody else supports
You'll find it used by
  • Marketers
  • Sales teams
  • Researchers
  • Ops teams
  • Ecommerce operations
  • Finance teams
  • Supply chain and logistics
  • Marketplace sellers
  • Marketers
  • Solo founders
  • Ops teams
  • Agencies

Questions people ask

Which is better, Gumloop, Parabola or Zapier?

Zapier scores highest overall in our ratings (Gumloop 3.9/5, Parabola 4.0/5 and Zapier 4.2/5). 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. Zapier is best for sending form submissions to spreadsheets and new lead alerts in Slack or email.

Which is cheaper, Gumloop, Parabola or Zapier?

Gumloop: There's no free plan. Paid plans start at From $37/mo. Parabola: It's free to use. Zapier: There's a free plan, and paid plans start at From $19.99/mo.

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

Zapier rates highest for ease of use in our scores. Anyone who's sick of copying data between apps and has never written a line of 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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