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PRAX builds autonomous systems for heavy industry.

Our engineers work on-site alongside operators, deploying AI systems that bring intelligence, control, and continuous learning to the world's most important industrial operations.
Explore Technology
View Steel Case Study
Explore Technology
View Steel Case Study

Heavy industry was not built for AI.

The most important industrial decisions still depend on fragmented information, manual workflows, and human intuition. Operators walk the floor, inspect equipment, and rely on experience that never makes it into a database.
Many of the systems that power the physical economy were built decades ago and remain difficult to understand, operate, and improve. Running them requires coordinating complex processes, dangerous equipment, and hundreds of daily decisions.

Heavy industry was not built for AI.

The most important industrial decisions still depend on fragmented information, manual workflows, and human intuition. Operators walk the floor, inspect equipment, and rely on experience that never makes it into a database.
Many of the systems that power the physical economy were built decades ago and remain difficult to understand, operate, and improve. Running them requires coordinating complex processes, dangerous equipment, and hundreds of daily decisions.

PRAX builds AI for heavy industry by working alongside industrial teams to develop intelligent systems that can observe, reason, and act autonomously.

ScrapChef x ArcelorMittal Hamburg

Video

Total tons produced

6,523,754

Value for customers

$3,914,252,400

Decisions made

20,000

Agent interactions

13,151

Watch video

Find Your Highest-Leverage Workflow

Every facility has decisions that drive disproportionate outcomes. Our team works alongside operators and engineers to identify where intelligence, automation, and control can create the greatest impact.
Book a Workflow Analysis

Vision

The next generation of industrial systems will be autonomous. Factories will learn, robots will execute, and machine intelligence will coordinate increasingly complex operations across the physical world.
PRAX is building the infrastructure that makes this possible. Join us in bringing intelligence, control, and continuous learning to the industries civilization depends on.
Explore careers
Join Today

Build Autonomous Industry

The next generation of industrial systems will be autonomous. Factories will learn, robots will execute, and machine intelligence will coordinate increasingly complex operations across the physical world.
PRAX is building the infrastructure that makes this possible. Join us in bringing intelligence, control, and continuous learning to the industries civilization depends on.
Explore careers

©2026 Copyright PRAX. All rights reserved

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Technology
Industries

Steel

Aluminum

Coming soon

Mining

Coming soon

Hydrocarbons

Coming soon
Company

Media

Careers

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LinkedIn

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©2026 Copyright PRAX. All rights reserved

Technology

End-To-End Ownership

PRAX combines sensors, edge hardware, world models, optimization systems, and industrial orchestration software into a single operating layer.
01 Observe
Gather information from cameras, sensors, databases, machines, and operators to create a complete picture of the operation.
02 Understand
Transform fragmented signals into a real-time understanding of materials, equipment, workflows, and production constraints.
03 Decide
Combine world models and optimization systems to determine the best course of action for the process.
04 Act
Coordinate execution through human operators, software systems, robots, and industrial controls.
05 Learn
Continuously improve by analyzing outcomes, operator feedback, and production performance.
Optimize, Repeat

Industries

From Steel to the Physical Economy

We began in electric steelmaking, where a single raw material decision can impact cost, quality, yield, and energy consumption. The same architecture extends across metals, mining, hydrocarbons, and other industrial domains.
Case StudiesScrapChef

SCRAPCHEF

A Crew
Melt Shop
Impact
00:00:00
Total Tons Produced
0t
Decisions Made
0
Value for Customers
$0
Agent Interactions
0
Event Stream
Tracking heat 3149060 through the melt shop…
understand00:00:00

Tracking heat 3149060

EAF power-on, charge 2 of 2 melted in

act00:00:00
Recipe 3371A deployed to charge schedule –...
understand00:00:00
Heat 3149059 tapped – 121 t, 43 min tap-to...
learn00:00:00
Impurity model v18 refit complete – turnin...
Audio & Vision
Crane 2 camera feed
CRANE 2 CAM · SCRAPEYE
lift 215 · 7.9 t30 fps
MIC · Cast 1caster 2
-29 dB
Ask Scrapchef
Scrapchef Agent:

Morning - B crew handover is clean. Ask me anything about the plant.

Check the current recipe for me.
Recipe 3371A - active, within spec.
Ask about recipes, production, maintenance...
01

The first industrial AI operator

02
ScrapChef helps steelmakers understand material availability, optimize raw material decisions, coordinate execution, and continuously improve performance.
Read Case Study