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AI · head to head

Gumloop vs Slack Workflow Builder

Gumloop logo

Gumloop

AI

AI infrastructure platform for building and deploying autonomous agents

From
Free
Rated
-
Full reviewWebsite
Slack Workflow Builder logo

Slack Workflow Builder

Remote Work

Automation for team collaboration

From
On request
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; Slack Workflow Builder limited to Pro and above pricing tiers, requiring paid Slack subscription
  • They diverge on capability: Gumloop covers No-code agent builder, Slack Workflow Builder covers Workflow builder.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Gumloop and Slack Workflow Builder actually diverge.

Attributes where Gumloop and Slack Workflow Builder differ
AttributeGumloopSlack Workflow Builder
Starting priceFreeOn request
Pricing modelTiered subscription with usage creditsUnknown
Free tierYesNo
PlatformsWeb, Slack, Microsoft Teams, GmailWeb, macOS, Windows, iOS, Android
CategoryAIRemote Work
FoundedUnknown2013

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 Slack Workflow Builder

  • Workflow builder
  • App integrations
  • Scheduled workflows
  • Conditional logic
  • Error handling
  • Notifications
  • Analytics
  • 1000+ apps

What people use each for

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

Gumloop

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

Slack Workflow Builder

  • Workflow Automationnot Gumloop
  • Data Integrationnot Gumloop
  • Process Automationnot Gumloop
  • App Integrationnot Gumloop
  • API Connectivitynot 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

Slack Workflow Builder

  • Limited to Pro and above pricing tiers, requiring paid Slack subscription
  • Maximum 15 conditional branches per workflow, limiting complex logic paths
  • Connectors must be explicitly configured per integration type
  • No native web interface for non-Slack users

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

Slack Workflow Builder

On request

No published plan breakdown. See the Slack Workflow Builder review.

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 Slack Workflow Builder if

  • You need workflow builder.
  • You work on Web, macOS, Windows, iOS, Android.
  • You also want app integrations.
Slack Workflow Builder review

Questions people ask

Is Gumloop or Slack Workflow Builder better?
Neither clearly leads. Gumloop starts at Free and Slack Workflow Builder at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Gumloop or Slack Workflow Builder?
Gumloop has a free tier; the other does not. Paid plans start at Free for Gumloop and On request for Slack Workflow Builder.
Does Gumloop or Slack Workflow Builder run on more platforms?
Gumloop runs on Web, Slack, Microsoft Teams, Gmail. Slack Workflow Builder runs on Web, macOS, Windows, iOS, Android.
Can I use Gumloop for free?
Yes. Gumloop has a free tier, so you can try it without paying. Slack Workflow Builder starts at On request.
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 Slack Workflow Builder is typically brought in for.
What can Gumloop do that Slack Workflow Builder cannot?
Gumloop covers No-code agent builder, 300+ app integrations, Company Brain, Self-improving agents. Slack Workflow Builder covers Workflow builder, App integrations, Scheduled workflows, Conditional logic.

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
Slack Workflow Builder: Is Slack Workflow Builder included in all Slack plans?

No, Workflow Builder is only available in Slack Pro, Business+, and Enterprise plans. It is not included in the Free plan.

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
Slack Workflow Builder: Can Workflow Builder connect to external applications?

Yes, Workflow Builder supports connectors that translate actions in Slack to instant results in third-party tools, allowing workflows to interact with your full application stack.

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
Slack Workflow Builder: What is the maximum complexity of Slack Workflows?

Workflows support conditional logic with up to 15 conditions, enabling complex decision paths for automation.

Source
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