vioscale
Comparison

Bardeen vs Gumloop

No clear leader: Gumloop (70.7) and Bardeen (66.4) are within the 5-point margin; treat as a tie. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Bardeen full profile →Gumloop full profile →
Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Bardeen66
Gumloop71
Score
Vioscale score
Bardeen66 / 100medium · 55%
Gumloop71 / 100medium · 55%
Pricing
Free tier
Bardeen✓
Gumloop✓
Model
Bardeenfreemium
Gumloopfreemium
Price level
Bardeenlow
Gumlooplow
Transparent
Bardeen✓
Gumloop✓
Integrations
Count
Bardeen13
Gumloop30
Security
Disclosure policy
Bardeen✓
Gumloop–
Gdpr
Bardeen✓
Gumloop✓
Hipaa
Bardeen–
Gumloop✓
Soc2
Bardeen✓
Gumloop✓
Market
Availability

Capabilities

Feature-by-feature on the axes that matter for ai workflow automation. “-” means undocumented, not absent.

Capabilities
Builder UI architecture
BardeenBrowser extension
GumloopVisual node canvas
Native LLM nodes anthropic openai gemini
Bardeen✓
Gumloop✓
Human in the loop approval steps via slack email
Bardeen-
Gumloop✓
Unstructured document extraction PDF image to json
Bardeen✓
Gumloop✗
Dynamic conditional routing via LLM classification
Bardeen✓
Gumloop✓
Web scraping and browser automation nodes
Bardeen✓
Gumloop✓
Bring your own key byok for LLM inference
Bardeen-
Gumloop✓
Custom HTTP webhook catch and triggering
Bardeen-
Gumloop✗
Sub workflow calling and reusable templates
Bardeen✓
Gumloop✓
On premise self hosted deployment option
Bardeen-
Gumloop✓
SOC2 type ii
Bardeen✓
Gumloop✓
ISO 27001
Bardeen-
Gumloop✗
Pricing model
BardeenFreemium with task credits
GumloopFreemium with task credits

What each one is

The product in its own terms, so the numbers below have context.

Bardeen

An automation platform that scrapes websites to find potential customers, uses AI to evaluate prospect fit, and provides verified contact information for outreach—all via a browser extension with conversational workflow building.

Independently observed

Gumloop

A platform for creating, deploying, and managing AI agents that automate tasks across connected tools and data sources. Users build workflows visually by connecting nodes, configure agents with reusable skills and rules, and monitor agent activity with governance controls.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Bardeen

SubscriptionFree tier

Freemium subscription with unlimited team seats. Credit-based usage: each action costs one credit. Specific pricing not detailed.

  • FreeFree
  • Professional-
  • Business-
  • EnterpriseContact sales
as of verify ↗

Gumloop

Usage-basedFree tier

Free tier available. Paid plans use passthrough pricing: tokens at cost, compute at cost, plus 8% orchestration fee.

  • FreeFree
  • Custom / EnterpriseContact sales
    • Token passthrough at cost
    • Compute passthrough at cost
    • 8% orchestration fee
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Bardeen✓
Gumloop✓
Deployment
Cloud / SaaS
Bardeen✓
Gumloop✓
Self-hosted
Bardeen✗
Gumloop✓
On-premise
Bardeen✗
Gumloop✓
Hybrid
Bardeen✓
Gumloop✗

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (3)
  • Airtable
  • Notion
  • Salesforce

Bardeen

13 total - 10 not shared
  • Google Sheets
  • Microsoft 365
  • Hubspot
  • Salesloft
  • Pipedrive
  • Facebook
  • DocuSign
  • Outlook
  • Microsoft Word
  • Any webpage via browser
Independently observed

Gumloop

30 total - 27 not shared
  • OpenAI
  • ChatGPT
  • Anthropic
  • Claude
  • Google
  • Gemini
  • Perplexity
  • Meta Llama
  • DeepSeek
  • Grok
  • Microsoft Azure
  • Google Docs
  • Google Drive
  • Google Workspace
  • Google Calendar
  • Slack
  • Zendesk
  • Linear
  • Jira
  • Gmail
  • Asana
  • Monday.com
  • Apify
  • DataForSEO
  • +3 more
Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.