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Vynix vs Defog

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

Vynix compared with Defog
DetailVynix logo VynixDefog logo Defog
What it doesPoint-and-click visual website feedback for AI coding agents AI data analyst for enterprise data analysis
StageStartup Not given
Founded2026 Not given
Based inNot given Not given
Pricing modelFreemium Not given
PricingFree: $0, always free with 1 project and 50 annotations per month. Pro: $7/seat/month (introductory pricing, regular price shown struck through) with unlimited projects and annotations, 500 AI credits/month, and 14-day free trial. Business: $15/seat/month (introductory pricing) with unlimited seats, Enterprise (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
Key features
  • Point-and-click and region capture
  • Live element inspector with CSS selectors and React/Vue components
  • Structured DOM context with XPath and computed styles
  • Runtime diagnostics: console errors and network requests
  • Native MCP server for AI agent integration
  • One-click GitHub issues with Copilot auto-assignment
  • AI Diagnosis of root causes and fixes
  • Read-only share links with privacy protection
  • Markdown, AI prompt and JSON export formats
  • Works on any framework with Shadow DOM isolation
  • 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
What makes it different
  • Captures exact element selectors and DOM context instead of just screenshots
  • Native MCP server allows agents to read feedback directly without copy-paste
  • Privacy-first: metadata only, no request bodies, query strings stripped
  • AI diagnosis suggests root causes, fixes and source files
  • 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
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)33 no change since last check60 no change since last check
Trust Flow (Majestic)910
Citation Flow (Majestic)3233
Referring domains (Majestic)81319

4 details filled in for both companies.

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