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Industries Served

TCG Digital
and Linde

Improving EBIT for your process plants with AI-powered optimization and automation solutions
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  • Plant-wide outcomes!

Top Process Plant Challenges - Straight from the Front Lines

We don’t just hear them—we turn them into measurable, plant-wide outcomes!
Site Manager

How can I improve EBIT for my
production site?

Process Engineer

How to maximize product yields and plant efficiency?

Planning Manager

How should I run production with changing product demand and prices?

Maintenance Manager
How can I reduce maintenance cost and improve plant reliability?
Operations Manager
How can I cope with progressively losing experienced operators?
APC Engineer

I want to create sustainable advanced automation & optimization for my plant

Impact across your assets

From complex questions to measurable outcome for your assets

We engineer outcomes – combining decades of process expertise, closed-loop automation, and AI – driven intelligence to deliver tangible impact across your assets

Case Studies

Execution at Scale

Tangible, Enterprise-Wide Impact for Our Clients

Large Semiconductor Fab in US

Optimizing ultra-high purity electronic gases production through Automatic plant start-up, automatic load changes, and yield optimization

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Major steel-works in Germany

Optimizing Oxygen supply and Argon production for constant major demand changes using self-learning AI Plant Control

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Ethylene Cracker in US

Automating furnace operations with Automatic Sequence Transition. Avoiding coil damage through real-time coil temperature profile monitoring
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The key to maximize your asset performance

Lies in the synergy of Linde’s process plant experts and TCG Digital’s AI innovators— combining decades of expertise through our unified application portfolio to drive EBIT and reliability

APPLICATION SUITE

DIGITAL & PROCESS MASTERY

UNIFIED PLATFORM

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Real-time Analytics

Real-time Optimization

Advanced Automation

Bringing together 6000 process plant experts + 1000 Digital Minds
  • Robust complex close-loop control
  • AI Plant Control & Procedural Automation
  • 300+ installations over 30+ years
  • Standard DCS integration
  • Integration kits for 3rd party APC and SPO
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  • AI powered analytics & optimization
  • Process Digital Twins & Optimizers
  • Enterprise ready & scalable
  • Highest IT security standards
  • Cloud agnostic
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Smarter Plant Operations at Scale

Enabled by Our Custom-Tailored Real-Time Application Suite
AI Plant Control

Self-learning and self-optimizing Advanced Process Control

Reliability AI Agent

Identify reasons for process upsets and suggest remedial actions using LLMs

Real-Time Optimizer
Determine the optimal operating mode using AI-based process digital twins.
Furnace Coil Monitor

Use thermal cameras to monitor coil temperature profiles

Digital Twin/Remote Monitoring

Continuously benchmarking actual asset operations with Process Digital Twins

Plant Finance Cockpit

Get a unified view of your material flow, energy usage, and production in real-time

Automatic Sequence Transition

Intelligent Advanced Procedural Automation

What Sets Us Apart

Next Steps
With Us

Executive Workshop
Technology Assessment & Roadmap
Build Expected RoI Report
Production & Trial
Full Scale Deployment