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Defog vs Zuse

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Defog compared with Zuse
DetailDefog logo DefogZuse logo Zuse
What it doesAI data analyst for enterprise data analysis Open source workspace for running coding agents in parallel with isolated tasks and shared context
StageNot given MVP
FoundedNot given Not given
Based inNot given Not given
Pricing modelNot given Open source
PricingEnterprise (Cloud Hosted): $5,000/month with 20,000+ queries/month, one-click Docker deployment, SSO authentication, custom AI tools, white glove onboarding, priority support, up to 200 queries/minute, and SLA/MSA/DPA available. Enterprise (Self-hosted): Annual commitment required, includes everythi Local: free during beta. Cloud Workspace: $40/month USD with $35 compute included; additional compute at provider cost plus 5%.
Key features
  • Support for Postgres, Snowflake, SQL Server, MySQL and other structured databases
  • Connect SaaS tools and ask questions across multiple sources
  • Import and work with CSV and Excel files
  • Auto-visualization and result saving
  • Desktop app, Slack bot, Docker deployment and cloud marketplace options
  • Deterministic security filters against prompt injections
  • Self-hostable on own infrastructure
  • Learn from feedback and adapt responses
  • Multi-step reasoning for complex questions
  • Statistical analysis and custom analysis tools
  • Run multiple coding agents from one workspace
  • Isolated Git worktrees for parallel agent runs
  • Local and cloud execution environments
  • Built-in diff, terminal, browser, and pull-request review
  • Bring your existing model subscriptions
  • Shared worktree across multiple tabs
  • Guided review with generated chapters
  • No token markup on agent subscriptions
What makes it different
  • Powered by SQLCoder, the most accurate text-to-SQL model
  • Data never leaves your servers with privacy-first design
  • Consistently deterministic results for the same question
  • Learns and adapts to user feedback in real-time
  • Deploy in 5 minutes with multiple deployment options
Not given
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)60 no change since last check6 −1 (down) since last check
Trust Flow (Majestic)102
Citation Flow (Majestic)3327
Referring domains (Majestic)31946

3 details filled in for both companies.

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