Keywords AI

Bubble Lab vs Gumloop

Compare Bubble Lab and Gumloop side by side. Both are tools in the Workflow Automation category.

Quick Comparison

	Bubble Lab	Gumloop
Category	Workflow Automation	Workflow Automation
Website	bubblelab.ai	gumloop.com

How to Choose a Workflow Automation Tool

Key criteria to evaluate when comparing Workflow Automation solutions:

Integration catalogNumber of pre-built app connectors and API integrations available.

AI capabilitiesNative LLM integration for intelligent processing steps within workflows.

Complexity supportAbility to handle branching logic, error handling, loops, and conditional flows.

Self-hosting optionWhether you can run the platform on your own infrastructure for data control.

Pricing modelPer-execution, per-workflow, or flat-rate pricing and how it scales with usage.

About Bubble Lab

BubbleLab is an AI-native workflow automation platform built LLM-first. It enables teams to build, test, and deploy AI-powered workflows with native support for language models, prompt chaining, and intelligent routing. Designed for developers building AI applications that need reliable automation pipelines.

View Bubble Lab profile →Visit website

About Gumloop

Gumloop is an AI-native workflow automation platform often called the "AI Zapier." It lets users build complex AI automations visually — chaining LLM calls, web scraping, data processing, and API integrations into multi-step workflows. Designed from the ground up for AI use cases rather than retrofitting AI onto traditional automation.

View Gumloop profile →Visit website

What is Workflow Automation?

Platforms for building multi-step AI-powered automations that connect apps, APIs, and agents into repeatable business workflows.

Browse all Workflow Automation tools →

Frequently Asked Questions

What is AI workflow automation?▾

AI workflow automation platforms let you build multi-step processes that connect apps, APIs, and AI models into repeatable business workflows. They combine traditional automation with AI capabilities in visual builders.

What is the difference between n8n, Zapier, and Make?▾

Zapier is the easiest to use with the most integrations but limited AI features and higher pricing at scale. Make offers more complex logic at lower cost. n8n is open-source and self-hostable with strong AI integration, best for technical teams who want full control.