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Defog vs Elbow

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 Elbow
DetailDefog logo DefogElbow logo Elbow
What it doesAI data analyst for enterprise data analysis More intelligence per engineer
StageNot given Not given
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 Not given
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
  • Works with Claude Code, Codex, Conductor, T3 Code
  • Fast, Balanced and Thinking modes with automatic optimization
  • Monthly budgets for organization, teams and individuals
  • Alerts at 80% and 100% budget by email and Slack
  • Spend tracking by repository, team and session
  • Session history with steps, duration and cost
  • Failover between providers when one slows down
  • Audit log and device management
  • Self-updating CLI for engineers
  • Transcript control and compliance options
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
  • Four times the work per dollar compared to Opus 5.5
  • Engineers keep their existing tools, prompts and settings
  • Intelligent cost optimization that picks thinking mode for each step
  • Complete visibility into team AI spending and usage
  • Engineers never hold provider keys, reducing security risk
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 check3 no change since last check
Trust Flow (Majestic)100
Citation Flow (Majestic)3312
Referring domains (Majestic)3191

3 details filled in for both companies.

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