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IQVigilant

Provides deterministic AI agents, natural-language querying and charting, and dynamic routing for FastAPI/React apps.

Launch screenshots from Product Hunt, Jul 2026

This product is an internal tooling and AI agent operating system that integrates AI natively into FastAPI and React applications, solving the problem of building production-ready AI-driven tools without hallucinations or high token costs. It targets developers, IT teams, and enterprises seeking trustworthy AI for internal tools and analytics. It is positioned as a lower-cost alternative to monolithic frameworks and Python-only UI tools, offering deterministic, agentic, and hybrid AI agents with a modern stack.

Key features

  • Deterministic AI agents with no hallucinations
  • Hybrid agentic execution
  • Natural-language AI querying and charting
  • Read-only connections to external databases
  • Document ingestion (Word, PDF, CSV)
  • Suggest me what to ask button
  • Dynamic routing
  • Free forever for 1 user
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ICP
  • Software developers
  • Engineering teams
  • Enterprises