The AI-Native Dynamic Engine  ·  Internal Tooling & AI Agent OS

Enterprise AI you can trust —
at a far lower cost of ownership.

IQVigilant makes AI a first-class citizen of your application. Its deterministic agents don't hallucinate and don't guess — and by running reviewed, business-curated and approved plans alongside open-ended generation, they sharply cut AI token usage and your total cost of ownership.

Talk to Us → See the Killer Features

A live tour of IQVigilant capabilities

IQVigilant capability tour — Deterministic Plans, Business Rules, NL Querying, Page Builder, Journey Runner
A strong stack for the framework of frameworks
FastAPI · SQLModel · SQLAlchemy 2.0 · SQLAdmin · React · Ant Design · Auth N & Z · WatsonX (Granite · Llama · Mistral · Mixtral & more) · Ollama
The Market Gap

The future of web frameworks isn't just faster routing.
It's treating AI as native.

Today's Python frameworks bolt AI on as an afterthought — or force you to write enterprise UI in Python. Both hit a wall the moment you need real, concurrent, AI-driven internal tools.

Monolithic, dated frameworks

Aging ORM

The established Python web frameworks are monolithic, and their ORMs — historically powerful — now feel dated against the type-safe, async-first brilliance of SQLAlchemy 2.0 + Pydantic. Pinning modern, highly concurrent AI tools onto them often feels like strapping a jet engine to a horse-drawn carriage.

Python-only UI tools

Hits a brick wall

The newer "write your frontend in Python" tools are great for fast prototyping — but the moment you need complex, enterprise-grade UI — multi-row selection, WYSIWYG canvases, a real component library — they hit a brick wall.

The Killer Features

Not an ORM wrapper. An Internal Tooling & AI Agent OS.

Out of the box: natural-language AI, dynamic routing, JSON-backed WYSIWYG page, journey and business-rule builders, and deterministic, agentic and hybrid AI agents. Here is why a developer — or an enterprise buyer — chooses IQVigilant.

#1 · The "Trust" Feature

Safe, powerful AI agents for the enterprise.

The biggest barrier to enterprise AI is fear — of hallucinations, of agents touching production data, of data leakage. IQVigilant lets you choose your safety level — from fully deterministic plans with zero LLM at runtime, to hybrid agentic execution, to full probabilistic exploration. Your enterprise gets safer AI at a far lower total cost of ownership: fewer tokens burned, no data leakage, and no agent touching production data unsupervised.

  • Deterministic No hallucinations, no guessing. Run reviewed, business-curated and approved plans — the safe default for democratized, everyday use.
  • Agentic Full power when you want it. Architects, senior devs and power users run regular agents — then promote them to deterministic once leadership trusts them.
  • Hybrid Best of both. Mix deterministic fast-paths with agentic reasoning in a single workflow.
  • NL Tools The business → developer bridge. Power users define a tool in natural language and test it; developers later harden it into code-backed tools. A living, evolving organism.
#2 · The "Instant ROI" Feature

Native AI querying & charting

Setting up AI analytics tools takes weeks of data engineering. IQVigilant reads your data model's metadata — no hallucinations, no guessing — and even connects read-only to external databases, and to documents like Word files, spreadsheets, PDFs and CSVs, in real time. Users ask questions in plain language and get beautiful charts and dashboards instantly.

"Plug in your database string, and you instantly have an AI-powered internal analytics tool. No data engineering required."
#3 · The "Developer Happiness" Feature

The modern stack you actually want

Developers are tired of fighting synchronous ORMs and messy templating when building interactive, concurrent AI apps. FastAPI + SQLModel / SQLAlchemy 2.0 (async) + React / Ant Design, with SQLAdmin and auth built in, is exactly what modern teams want to write in.

"An enterprise-grade, AI-native framework built on the stack your developers actually want to use."
Our Unique Selling Proposition

A modern FastAPI + React stack is great — but it's just a stack.
IQVigilant becomes your AI-Native Safe Dynamic Engine.

Natural-language AI, dynamic routing, JSON-backed WYSIWYG page, journey and business-rule builders, and deterministic, agentic and hybrid AI agents that query, chart, analyze and act — out of the box. We aren't selling an ORM wrapper. We're offering you the ability to build AI-native, production-ready apps without hitting the enterprise-grade app wall, with the speed of no-code authoring and the power and ownership of pro-code.

Capabilities

Four capabilities, one AI-native engine

Each is production-ready out of the box and authorable without code. Dive into any one to see how it works.

🤖

Safe AI Agents

The biggest barrier to enterprise AI is fear — of hallucinations, of agents touching production data, of data leakage. IQVigilant lets you choose your safety level — from fully deterministic with zero LLM at runtime, to hybrid, to full probabilistic exploration. Safer AI at a far lower total cost of ownership.

Learn more →
📊

AI Querying, Charting & Analysis

Ask questions in plain language and get tables, charts and dashboards built from your data's metadata — across your own database, read-only external databases, and documents like Word, spreadsheets, PDFs and CSVs.

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🎨

Page Builder & Journeys

A drag-and-drop WYSIWYG page builder and a multi-step user-journey engine — enterprise UI and guided flows composed at runtime, without touching code.

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⚙️

Dynamic Business Rules

Declarative formulas, inferences, action-enablers and constraints — enforced inside your DB transaction with a safe, AST-restricted evaluator. No code, no DDL.

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Licensing

Start free, scale when you're ready

Natural Language & AI Agents — free for 1 user, then $99/month (8 users included, $10/user/month after). Personalization & Dynamic Rules available separately. Each license is scoped to your installation.

See Licensing →