IT in Manufacturing


Optimising MRO operations through artificial intelligence

I&C February 2026 IT in Manufacturing

Artificial Intelligence (AI) is no longer just a passing trend, it is reshaping industrial operations at every level. Nowhere is this transformation more visible than in the maintenance, repair and operations (MRO) supply chain where AI is driving efficiency, predictive insight and smarter decision making.

Industrial organisations have long relied on data to guide decisions, but today’s AI goes far beyond traditional analytics. Advanced machine learning and generative AI can synthesise vast volumes of information, uncover patterns across previously siloed datasets, and generate insights that fundamentally change how businesses operate. The real value of AI lies in its ability to turn fragmented data into actionable intelligence that enhances operational performance and supports strategic decision making.

Data is at the heart of AI’s impact

At the heart of AI’s impact is data. Capturing, structuring and standardising information across processes and systems forms the foundation of effective AI deployment. When data is complete, accurate and contextualised, AI can forecast component failures, optimise inventory and improve overall supply chain reliability. Organisations with mature processes can leverage AI to anticipate demand, reduce stock errors and ensure critical parts are available when needed. Those still building operational foundations may struggle to realise the full potential.

RS South Africa has been at the forefront of bringing these capabilities to life. By integrating AI into MRO operations, RS enables clients to identify patterns in part usage, standardise inventory across multiple sites, and unlock efficiencies that were previously hidden in complex supply chains. The application of AI allows for more accurate stock planning, faster part identification and optimised working capital, ensuring organisations operate with maximum uptime and minimal waste.

Benefits beyond inventory

The benefits of AI extend beyond inventory. Predictive analytics allow organisations to anticipate equipment failures and schedule maintenance proactively, reducing unplanned downtime and extending asset lifecycles. By using AI to simplify part naming, classify spare components and optimise procurement processes, organisations achieve cost reductions and improve operational reliability. This is particularly valuable in South Africa, where industries such as mining, manufacturing and defence may operate with ageing assets, with complex supply chains and limited access to highly skilled technicians.

Tools to support this transformation are already in use at RS South Africa. AI-enabled applications can rapidly help to identify parts in storerooms, reduce manual input and improve data accuracy. Cloud-based platforms provide real-time visibility, streamline procurement and enhance operational efficiency. Together, these technologies enable RS to deliver faster, safer and more reliable MRO services, allowing organisations to focus on strategic operational improvements rather than transactional tasks.

Collaboration and integration are integral

Collaboration and integration are key to realising AI’s full potential. By working with RS, organisations gain access to end-to-end services, from data standardisation and process optimisation to supplier coordination and inventory management. Combining technological capability with industry expertise accelerates AI adoption and ensures tangible improvements across the supply chain.

The South African context highlights the transformative potential of AI. Research by PwC South Africa shows that 81% of operations executives expect AI to boost operating profits by at least 3 percentage points by 2030, with over 50% anticipating gains of 5 percentage points or more. Yet only 13% report achieving a significant return on investments made so far, highlighting the opportunity as local adoption evolves.

From optimisation to transformation

Looking ahead, AI will move from optimisation to transformation. Advanced algorithms will enable predictive maintenance, dynamic inventory management and intelligent supply chain orchestration. Organisations that embrace AI strategically, align it with core processes and invest in data quality will improve efficiency and unlock entirely new ways of operating.

The future of MRO supply chains is intelligent, integrated and proactive. Through initiatives led by RS South Africa, AI is becoming the key to creating resilient, cost-effective and high-performing operations. By leveraging AI, South African industrial organisations can improve uptime, optimise inventory and transform their MRO supply chains from cost centres into strategic enablers of operational excellence.


Credit(s)



Share this article:
Share via emailShare via LinkedInPrint this page

Further reading:

Five key insights we gained about AI in 2025
IT in Manufacturing
As 2025 draws to a close, African businesses can look back on one of the most pivotal years in AI adoption to date as organisations tested, deployed and learned from AI at pace. Some thrived and others stumbled. But the lessons that emerged are clear.

Read more...
South Africa’s AI development ranks 63rd in the world
IT in Manufacturing
The seventh edition of the Digital Quality of Life Index by cybersecurity company, Surfshark ranks South Africa 75th globally.

Read more...
Data centres in an AI-driven future
Schneider Electric South Africa IT in Manufacturing
A profound transformation will begin to take hold in 2026 as AI becomes ever more ingrained in every aspect of life, and the focus shifts from LLMs to AI inferencing.

Read more...
Driving innovation in agricultural machinery
Siemens South Africa IT in Manufacturing
A leading Argentine agricultural machinery manufacturer, Crucianelli has adopted the Siemens Xcelerator portfolio of industry software to drive innovation and digital transformation of its business, from product ideation and development to production and to its extended dealer network.

Read more...
Don’t let the digital twin drift from reality
Schneider Electric South Africa IT in Manufacturing
The digital twins is a highly effective tool that offers real-world scenarios within a virtual environment. However, there is the danger of a disconnect stemming from a communication failure between the design, construction and operations phases of a project.

Read more...
Install and commissioning time cut by 50% thanks to digital twin insights
IT in Manufacturing
ECM Technologies, a world leader in the design and manufacture of innovative and modular low-pressure carburising industrial furnaces, has developed a solution that removes many of the installation and commissioning challenges relating to the development, testing and deployment of large-scale heat treatment plants.

Read more...
Smart weaving machines
Siemens South Africa IT in Manufacturing
Siemens has announced that Picanol, a global leader in high-tech weaving machines, is using software from the Siemens Xcelerator portfolio to streamline development cycles and accelerate innovation in the design and production of its next generation weaving machine platforms.

Read more...
Why choose between Capex and Opex if you can Totex?
Schneider Electric South Africa IT in Manufacturing
In a sector marked by cyclical demand, high capital intensity, and increasing regulatory and sustainability pressures, mining, minerals and metals (MMM) companies are re-evaluating how they approach procurement and investment.

Read more...
AI and the smart factory
Schneider Electric South Africa IT in Manufacturing
Imagine walking into a factory where machines can think ahead, predict problems before they happen and automatically make adjustments to realise peak performance. This isn’t science fiction, it’s happening right now as AI continues to transform how we run industrial operations.

Read more...
RS South Africa shapes future engineering talent
RS South Africa News
RS South Africa is demonstrating that nurturing future engineers goes beyond traditional classrooms or competitions. On STEM Day, the company shone a light on the full spectrum of its educational initiatives.

Read more...









While every effort has been made to ensure the accuracy of the information contained herein, the publisher and its agents cannot be held responsible for any errors contained, or any loss incurred as a result. Articles published do not necessarily reflect the views of the publishers. The editor reserves the right to alter or cut copy. Articles submitted are deemed to have been cleared for publication. Advertisements and company contact details are published as provided by the advertiser. Technews Publishing (Pty) Ltd cannot be held responsible for the accuracy or veracity of supplied material.




© Technews Publishing (Pty) Ltd | All Rights Reserved