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Automation Integration · head to head

Autonoly vs Gumloop

Autonoly logo

Autonoly

Automation Integration

AI agents that build and run automation workflows from plain-English prompts

From
Free
Rated
-
Full reviewWebsite
Gumloop logo

Gumloop

AI

AI infrastructure platform for building and deploying autonomous agents

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Autonoly pricing is credit-based, so heavy web-scraping or long-running workflows can consume the monthly allowance quickly and require add-on credit packs.; Gumloop pro plan at $37/month may be limiting for enterprises considering spending caps
  • They diverge on capability: Autonoly covers Natural language workflow builder, Gumloop covers No-code agent builder.
  • Prices and features above were last checked on 29 August 2026.

Where they differ

Only the attributes on which Autonoly and Gumloop actually diverge.

Attributes where Autonoly and Gumloop differ
AttributeAutonolyGumloop
Pricing modelfreemiumTiered subscription with usage credits
Platformsweb, apiWeb, Slack, Microsoft Teams, Gmail
CategoryAutomation IntegrationAI

Identical on both: starting price (Free), free tier (Yes), 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 Autonoly

  • Natural language workflow builder
  • Web scraping
  • Reports and dashboards
  • Python and code execution
  • Scheduling
  • App integrations
  • Workflow analytics

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

What people use each for

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

Autonoly

  • Scraping data from websites into spreadsheets or dashboardsnot Gumloop
  • Generating scheduled Excel and PDF reports automaticallynot Gumloop
  • Chaining multi-step workflows across business appsnot Gumloop
  • Running Python scripts and lightweight ML pipelines on a schedulenot Gumloop
  • Sending automated alerts and notifications to Slack, Discord, or emailnot Gumloop

Gumloop

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

Where each one falls short

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

Autonoly

  • Pricing is credit-based, so heavy web-scraping or long-running workflows can consume the monthly allowance quickly and require add-on credit packs.
  • The free plan allows 1,000 credits and three concurrent workflows a month, which is enough to trial the product but not to run anything continuously.
  • No published mobile apps (iOS/Android); the platform is web-based only.
  • Company details such as founding date, founders, and team size are not disclosed on the site, making it harder to evaluate the vendor's track record.
  • As an AI-agent-driven scraper/executor, reliability on sites with aggressive bot protection or frequently changing layouts may vary compared to purpose-built RPA tools.

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

Pricing, plan by plan

Autonoly

Free
  • FreeFree
    • 1,000 credits/month
    • 3 concurrent AI agent workflows
    • Community support
  • Starter$29/month
    • 10,000 credits/month
    • 5 concurrent workflows
    • 3 parallel agents
  • Growth$59/month
    • 30,000 credits/month
    • 15 concurrent workflows
    • 5 parallel agents
  • Pro$99/month
    • 60,000 credits/month
    • 50 concurrent workflows
    • 15 parallel agents

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

Which should you pick?

Choose Autonoly if

  • You need natural language workflow builder.
  • You want to start without paying.
  • You work on web, api.
  • You also want web scraping.
Autonoly review

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

Questions people ask

Is Autonoly or Gumloop better?
Neither clearly leads. Autonoly starts at Free and Gumloop at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Autonoly or Gumloop?
Autonoly starts at Free and Gumloop at Free.
Does Autonoly or Gumloop run on more platforms?
Autonoly runs on web, api. Gumloop runs on Web, Slack, Microsoft Teams, Gmail.
Can I use Autonoly for free?
Both have a free tier, so you can try either at no cost before committing.
What is Autonoly best used for?
Autonoly is most often used for scraping data from websites into spreadsheets or dashboards, generating scheduled excel and pdf reports automatically, chaining multi-step workflows across business apps, running python scripts and lightweight ml pipelines on a schedule. Of those, scraping data from websites into spreadsheets or dashboards and generating scheduled excel and pdf reports automatically are not what Gumloop is typically brought in for.
What can Autonoly do that Gumloop cannot?
Autonoly covers Natural language workflow builder, Web scraping, Reports and dashboards, Python and code execution. Gumloop covers No-code agent builder, 300+ app integrations, Company Brain, Self-improving agents.

Answered from the vendors’ own pages

Autonoly: How does Autonoly charge?

By credits rather than per task. Free covers 1,000 credits a month, Starter is $29, Growth $59 and Pro $99, with Enterprise priced on application. Simple actions cost 1 to 3 credits and advanced AI operations 5 to 15.

Source
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
Autonoly: Is there a free plan?

Yes. It includes 1,000 credits a month and three concurrent AI agent workflows, with community support. No card is required to start.

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
Autonoly: What happens if I run out of credits?

Autonoly notifies you and suggests optimisations rather than stopping outright: you can upgrade at any time, or have non-critical workflows paused automatically until the allowance resets.

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
Autonoly: Can I change plan partway through a month?

Yes. Upgrades and downgrades take effect immediately and billing is prorated. Autonoly also offers 50% off paid plans for nonprofits.

Source
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