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TCG Digital and Linde

Improving EBIT for your process plants with AI powered optimization 

and automation solutions

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 plants

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

Summary

Large Semiconductor Fab in US

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

Summary

Major steel-works in Germany

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

Summary

Ethylene Cracker in US

Automating furnace operations with Automatic Sequence Transition. Avoiding coil damage through real-time coil temperature profile monitoring

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

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AI Plant
Control

Self-learning and self-optimizing Advanced Process Control
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Automatic Sequence Transition

Intelligent Advanced Procedural Automation

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Real Time
Optimizer

Determining the optimal operation mode using AI based Process Digital Twins

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Digital Twin/Remote Monitoring

Continuously benchmarking actual asset operations with Process Digital Twins
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Reliability AI Agent

Identify reasons for process upsets and suggest remedial actions using LLMs

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Furnace Coil Monitor

Use thermal cameras to monitor coil temperature profiles

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Plant Finance Cockpit

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

What sets us apart