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AI · head to head

Gumloop vs Mage AI

Gumloop logo

Gumloop

AI

AI infrastructure platform for building and deploying autonomous agents

From
Free
Rated
-
Full reviewWebsite
Mage AI logo

Mage AI

Automation Integration

Data pipeline platform with AI-generated workflows and governance

From
$100/month
Rated
-
Full reviewWebsite

The short version

  • Only Gumloop has a free tier, so it costs nothing to try first.
  • Each has a real cost: Gumloop pro plan at $37/month may be limiting for enterprises considering spending caps; Mage AI usage-based pricing lacks transparency for cost forecasting
  • They diverge on capability: Gumloop covers No-code agent builder, Mage AI covers AI-generated workflows.

Where they differ

Only the attributes on which Gumloop and Mage AI actually diverge.

Attributes where Gumloop and Mage AI differ
AttributeGumloopMage AI
Starting priceFree$100/month
Pricing modelTiered subscription with usage creditsUsage-based cloud platform
Free tierYesNo
PlatformsWeb, Slack, Microsoft Teams, GmailCloud, Hybrid, Private Cloud, On-Premises
CategoryAIAutomation Integration

Identical on both: user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Gumloop

  • No-code agent builder
  • 300+ app integrations
  • Company Brain
  • Self-improving agents
  • Multi-channel deployment
  • Role-based access
  • Budget controls
  • Audit logging

Only in Mage AI

  • AI-generated workflows
  • Pipeline building
  • Data validation
  • Workflow orchestration
  • Automatic recovery
  • Reusable components
  • Governance controls

What people use each for

The jobs each tool is most often brought in to do.

Gumloop

  • CRM management and sales pipeline analysisnot Mage AI
  • Lead qualification and sales outreach automationnot Mage AI
  • Meeting preparation and call analysisnot Mage AI
  • Data analysis and automated reportingnot Mage AI
  • Content creation and knowledge base updatesnot Mage AI

Mage AI

  • Building and orchestrating data pipelines with visual interfacenot Gumloop
  • Automating ETL workflows with AI assistancenot Gumloop
  • Validating data quality across transformationsnot Gumloop
  • Distributing transformed data to multiple destinationsnot Gumloop

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Gumloop

  • Pro plan at $37/month may be limiting for enterprises considering spending caps
  • Requires enterprise plan for advanced security controls needed by large organizations
  • No permanent free tier beyond 14-day trial
  • Company Brain integration depends on having all tools connected

Mage AI

  • Usage-based pricing lacks transparency for cost forecasting
  • Limited standalone pricing details on website
  • Requires contact for enterprise deployment options
  • Smaller ecosystem compared to established competitors
  • May require significant customization for complex data models

Pricing, plan by plan

Gumloop

Free
  • Free TrialFree
    • 14-day free trial of Pro plan
  • Enterprise$undefined/custom
    • Custom credit allocation
    • 35+ models plus custom proxy
    • Org-wide security controls

Mage AI

$100/month
  • Cloud$100/month
    • 1 development environment
    • Unlimited users
    • Usage-based infrastructure pricing
  • Hybrid Cloud$null/custom
    • Private data processing
    • Custom infrastructure
    • Contact sales
  • Private Cloud$null/custom
    • Complete isolation
    • Full infrastructure control
    • Contact sales
  • On-Premises$null/custom
    • Full local control
    • Enterprise deployment
    • Contact sales

Which should you pick?

Choose Gumloop if

  • You need no-code agent builder.
  • You want to start without paying.
  • You work on Web, Slack, Microsoft Teams, Gmail.
  • You also want 300+ app integrations.
Gumloop review

Choose Mage AI if

  • You need ai-generated workflows.
  • You work on Cloud, Hybrid, Private Cloud, On-Premises.
  • You also want pipeline building.
Mage AI review

Questions people ask

Is Gumloop or Mage AI better?
Neither clearly leads. Gumloop starts at Free and Mage AI at $100/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Gumloop or Mage AI?
Gumloop has a free tier; the other does not. Paid plans start at Free for Gumloop and $100/month for Mage AI.
Does Gumloop or Mage AI run on more platforms?
Gumloop runs on Web, Slack, Microsoft Teams, Gmail. Mage AI runs on Cloud, Hybrid, Private Cloud, On-Premises.
Can I use Gumloop for free?
Yes. Gumloop has a free tier, so you can try it without paying. Mage AI starts at $100/month.
What is Gumloop best used for?
Gumloop is most often used for crm management and sales pipeline analysis, lead qualification and sales outreach automation, meeting preparation and call analysis, data analysis and automated reporting. Of those, crm management and sales pipeline analysis and lead qualification and sales outreach automation are not what Mage AI is typically brought in for.
What can Gumloop do that Mage AI cannot?
Gumloop covers No-code agent builder, 300+ app integrations, Company Brain, Self-improving agents. Mage AI covers AI-generated workflows, Pipeline building, Data validation, Workflow orchestration.

Answered from the vendors’ own pages

Gumloop: Can non-technical users build agents with Gumloop?

Yes, Gumloop is designed for domain experts without programming skills. The no-code interface enables anyone who understands a task to automate it without coding.

Source
Mage AI: What is the starting price for Mage Cloud?

Cloud plan starts at $100/month for one development environment with unlimited users, plus usage-based compute charges.

Source
Gumloop: How many applications can Gumloop integrate with?

Gumloop integrates with 300+ business tools including Salesforce, HubSpot, Slack, Gmail, GitHub, Jira, and others. The Company Brain feature unifies data from all connected applications.

Source
Mage AI: How is compute usage billed on Mage?

CPU is charged at $0.50 per hour and RAM at $0.50 per 4GB per hour of utilization.

Source
Gumloop: What security features does Enterprise include?

Enterprise plans offer SCIM and SAML support, SOC 2 Type II compliance, custom MCP server hosting, advanced admin features, audit logging, and VPC deployments for data isolation.

Source
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