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Defog vs LeanWarp

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 LeanWarp
DetailDefog logo DefogLeanWarp logo LeanWarp
What it doesAI data analyst for enterprise data analysis Hosted Lean 4 API for proof agents
StageNot given MVP
FoundedNot given Not given
Based inNot given Not given
Pricing modelNot given Paid
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 Starting at $0.000278 per second of worker time (including idle time, increasing with CPU and RAM usage). $10 minimum credit purchase. $10 free credit for new accounts with verified email while launch offer lasts.
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
Not given
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
  • Mathlib preloaded in pinned environments
  • Multiple API interfaces (CLI, MCP, Python, HTTP)
  • Kernel-verified proofs with no axioms allowed
  • Draft checking for iterative development
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)59 −1 (down) since last checkNot checked yet no change since last check
Trust Flow (Majestic)100
Citation Flow (Majestic)330
Referring domains (Majestic)3190

3 details filled in for both companies.

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