# Data & Controls

> Version control, a live organizational brain, and a safe digital-twin practice space — the loop that lets your business write, test, and ship automatically.

Web page: https://federated.computer/product/data-controls/

**The Loop That Lets Your Business Write, Test, and Ship — Automatically**

Version control, a live map of your whole business, and a safe practice space where AI agents can try things without any risk — all built in.

## What's Included: A Full, Self-Monitoring Software Factory

Data & Controls brings together the tools that turn Federated Computer into a full, self-monitoring software factory:

- **Gitea + CI/CD** — every code change (human or AI-written) is tracked, tested, and deployed automatically
- **The Organizational Brain** — a live, searchable index of everything happening across your business — your files, your forum threads, your support tickets — so any AI agent already has full context before it starts a task
- **Jupyter Notebooks** — a safe space for your team to chat with your own data and prototype ideas using local AI
- **Grafana & Prometheus** — real-time monitoring that catches problems (including AI agents stuck in a loop) before they become expensive
- **Digital Twin Environments** — an exact, safe copy of your live systems where agents can test risky changes with zero danger to your real data

## How It Works Together: From Alert to Shipped Fix

> A system alert fires. An AI agent, using your organization's Brain, already knows the bug is tied to a support thread and a specific document. It drafts the fix, tests it inside a digital twin, and — if everything checks out — ships it automatically. You stay in control of direction; the loop handles the busywork.

This is where Federated Computer stops being just "an affordable Google Workspace alternative" and becomes a real, open-source alternative to expensive enterprise platforms like Palantir Foundry or GitLab Ultimate — at a fraction of the cost.

[See Pricing](https://federated.computer/pricing/index.md) · [Start Now](https://federated.computer/start-now/index.md)