AI enablement

Make Your Operation AI-Ready

Most industrial AI stalls before production: the data is scattered, the context is missing and nobody can say what an agent is allowed to touch. Fuuz puts governed, contextualized operational data and the tools that act on it behind MCP, under the user's own permissions, and gives AI-built apps an enterprise foundation.

The problem

Why This Is Hard Today

Typical situation

  • Data spread across ERP, MES, historians and spreadsheets with no shared context
  • Agents guess how records relate, and answers cannot be trusted
  • Legacy systems have no modern interface for AI to use
  • People build AI apps on their own, outside security and IT's view

With Fuuz

  • One contextualized model with typed relationships for agents to follow
  • MCP access to data and tools, every call under the signed-in user's permissions
  • Fuuz as the bridge that turns legacy systems into governed, deterministic tools
  • AI-built apps inherit the UNS, security, scale and platform updates, and document themselves

What Fuuz provides

How It Works

Context first

The Unified Namespace persists state, the information model, context and audit in one place, so agents work from the operation as it is.

The data platform

Governed by default

Agents connect through OAuth and act under the signed-in user's permissions, with the same policies and audit as every other user.

Governance and security

Tools from any connection

Build your own MCP tools on top of your own connections. Every system you connect, on the floor or in the enterprise, can become a governed tool.

Bring your own AI

Home-grown, frontier or open models. MCP is universal and Fuuz's APIs are open, so you are not tied to one model vendor.

At the edge or in the cloud

Run local agents at the edge connected to the Fuuz Gateway, or cloud agents with OAuth for secure end-user access.

From prompt to production

Teams build data flows, screens and data models with agents inside the same governed lifecycle, and the platform documents what was built.

AI on Fuuz

The industrial data foundation

Everything AI Needs, And The Apps On Top

AI does not scale on raw machine signals. It needs connected, contextualized, governed data that is managed the same way at every site. Fuuz provides that foundation, and the application layer that turns it into results.

Data connectivity

PLCs, machines, sensors and enterprise systems over industrial protocols and APIs, plus data platforms such as Databricks and Snowflake.

Connect

Industrial DataOps

Data flows clean, contextualize and route data into the Unified Namespace and onward. A message broker is built in, so you do not need a separate enterprise broker.

Data flows

Unified Namespace

Plant and enterprise UNS, persisted with state, the information model, context and audit.

Data platform

Data governance and catalog

One governed data model with typed relationships and audited changes. Connections and their metadata, data models and every app component that references them sit in one graph, so you can see what uses what.

Data governance

Edge intelligence

Edge processing, a local UNS, store-and-forward and local AI agents on the Fuuz Gateway. Deploy and manage many gateways from one Fuuz tenant.

At the edge

Multi-site management

Package once and roll out to every site, with room for local variation and IT in control.

Multi-site

Data security

One identity and role-based access model for every app, API call and agent. SOC 2 Type 2 audited.

Trust center

Applications

MES, WMS, quality and maintenance on the same model, where most data platforms stop.

Solutions

Use cases

What Teams Run On The Foundation

OEE and downtime

Performance, availability and quality from machine signals, with reason codes and Pareto analysis.

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Energy monitoring and optimization

Track energy use by line, machine and product in real time, and act on where it is wasted.

Predictive and condition-based maintenance

Maintenance triggered by usage and machine conditions, and models that spot failures before they happen.

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Quality inspection and traceability

Inspection results and genealogy tied to lots, serials and orders, so defects are caught earlier.

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Anomaly detection and alerts

Watch process data in real time and alert on deviations as they happen.

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Digital twin of the operation

A live model of assets, lines and plants in the Unified Namespace, with state, relationships and history.

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Agents on operational data

AI agents that answer and act on governed data and tools through MCP.

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Every plant, the same way

One data model and packaged applications rolled out across sites.

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How to start

A Practical Path

1

Connect and model

Bring the relevant systems into one contextualized model, starting with one operating problem.

2

Expose governed tools

Publish the data and actions an agent may use as MCP tools, under existing roles and policies.

3

Prove one decision

Pilot an agent on a decision someone owns, measured by an operational or financial result.

4

Scale on the platform

Move from pilot to production with the same security, review and release path as every app.

Questions

What Teams Ask

Which AI models does Fuuz work with?

Any model that can use MCP or call an API: home-grown, frontier or open models. The choice is yours.

Can an agent change data or run actions?

Only through the tools you expose, and only within the signed-in user's permissions and the limits your policies set. Every call is logged.

What about systems without an API?

Connect them through Fuuz once. Fuuz becomes the bridge that gives them a governed, deterministic interface for AI workflows.

Our people are already building with AI. Now what?

Give them a foundation. Apps built with AI on Fuuz inherit sign-in, role-based access, audit, the data model and platform updates, so speed does not cost control.

Related

Enterprise data governance

One governed model for operational data.

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AI on the platform

MCP, agents and enterprise agentic development.

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The platform

Connect, persist, build and govern on one platform.

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Get started

Ready To Run Every Operation As One?

Tell us what you run today and what you need next. We will map how Fuuz fits, without ripping anything out.

Prefer to talk? Call 1-877-801-FUUZ (3889)