Dark hangar interior with a military fighter jet parked under bright overhead lights, red maintenance ladder positioned at the cockpit.

Hard Case™

Some problems cost millions because nobodycan find what is causing them.

Your team has the data, has worked the problem, and has changed the process, yet the problem is still there.

Bring us yours.
Aerial refueling control panel with analog elevation and telescope gauges, labeled rotary switches, and illuminated ready and manual indicator lights.

Who is ruwbi

We build AI that learns your operation.

Generic AI knows a lot about the world.

Bring us yours.
Hexagonal mirror segments of a large space telescope under assembly in a cleanroom, with technicians in white suits on a raised platform.

What you buy

Start with the problem that is costing you the most.

You do not buy an AI platform. You bring us an expensive problem your organization has worked but still cannot explain.

Bring us yours.

How we build custom AI

Your operation is unique. Your AI should be too.

We engineer AI around your operation, validate what it learns, and expose the drivers and interactions behind your Hard Case™.

  • 01 — DISCOVER THE DATA

    Operators monitoring industrial control screens in a plant control room with process equipment visible in the background.

    We investigate your operation to uncover the measurements, records, and human variations that can teach a custom AI model how your system behaves.

  • 02 — UNDERSTAND THE PROBLEM

    Technicians reviewing control room monitors and blueprints while inspectors examine industrial tanks and piping with flashlights.

    We work alongside your team, listening to their experience, understanding what they've tried, and learning what the data doesn't tell us. Together, we identify the additional measurements needed to build your AI.

  • 03 — BUILD THE DIGITAL TWIN

    Industrial pump and motor assembly rendered as a glowing wireframe digital twin inside a dark plant environment.

    We combine real-world analog and digital measurements into a unified mathematical representation, mapping inputs to outcomes to create the training data for your AI.

  • 04 — DEVELOP YOUR AI

    Engineering workstation displaying model training analytics in a server room with active rack equipment.

    We train and evaluate competing machine learning algorithms and ensembles against your data, balancing predictive accuracy, speed, and computing requirements to develop an AI model specifically for your operation.

  • 05 — PROVE THE PREDICTIONS

    Operator reviewing multi-monitor analytics dashboards in a dark control room with server racks on both sides.

    We challenge your trained AI with previously unseen data and known outcomes, measuring predictive accuracy and advance-warning capability against your acceptance criteria.

  • 06 — DELIVER YOUR INTELLIGENCE

    Mobile rack with industrial dashboard, network security, and power equipment on a factory floor.

    Your custom AI exposes the drivers and interactions behind your Hard Case™, giving your team the evidence needed to act. When you want continuous monitoring and prediction, RYANT™ keeps that intelligence working on your own air-gapped system.

Not a generic AI model adapted to your business.

AI engineered and trained specifically for your operation.

Bring us yours.
Industrial complex at night along a harbor, with illuminated towers, steam plumes, and light reflections on the water.

Proof

We’ve been doing AI long before today’s AI gold rush.

We have been building AI for real operations since 2006.

We have used machine learning, predictive models, digital twins, and other tools to solve problems where the answer was buried inside a complex operation. The tools have never been the point. Finding what is actually driving the problem has.

The technology has changed. The job has not.

Bring us yours.
Manufacturing floor with rows of industrial CNC machines lining a central aisle under overhead pipes and fluorescent lighting.

What stays with you

The answer should not leave when we do.

Some Hard Cases™ end with a change to the operation. Others need the intelligence to keep watching, learning, and catching problems before they grow.

Bring us yours.