TECHNOLOGY
Three questions every initiative must answer Line managers said every successful initiative must answer three questions:
1. What does success look like? 2. What values are we using? 3. Is this sustainable?
They also emphasised showing people on the ground what is in it for them, experimenting through proofs of concept before scaling, and showing how the digital solution will create change and add value. Infrastructure constraints The deck then returns us to reality: infrastructure constraints limit value creation. Unreliable power, rail and port capacity restrict production and market access. Mines cannot fully capitalise on high commodity price cycles. Costs rise and output efficiency falls. We need to be careful here: technology enhances infrastructure but cannot replace it. 4IR tools can optimise rail and port utilisation, enable predictive maintenance and improve operational visibility, but physical infrastructure gaps remain a hard constraint. The message is: Technology can help us manage constraints better, but it cannot pretend constraints do not exist. Insight eight is therefore: Line management is not anti- technology. It is anti-theory that ignores operational reality. Changing the narrative with AI Insight nine asks us to think beyond the mine and consider the role AI and connectivity could play in changing the social and economic narrative around mining communities. Transforming people Our study says that if infrastructure is the backbone of mining, skills are its lifeblood. South Africa’s rural communities face educational challenges, limited resources and a digital divide that restricts the flow of talent into mining. We argue that AI and affordable connectivity can change that story. AI can teach in home languages, support online self-improvement, help twin rural schools with better-funded city schools, and support rural entrepreneurship. Now that licenses for satellite internet are granted for example, it provides a great opportunity for mining companies to play a role by supporting rural connectivity, subsidising devices and data, and investing in practical training programmes. This is a powerful shift. It positions mining companies not only as employers, but as builders of the future skills pipeline. Transforming the mining industry AI cannot replace rail capacity or rehabilitate port assets, but it can help mines navigate constraints more effectively. The deck lists opportunities such as optimising stockpiles, modelling logistics bottlenecks, navigating complex jurisdictions and the cadastral system, improving mine planning, developing new operating models, predicting equipment failures, locating new ore bodies and improving recovery. Used responsibly, AI can convert millions of data points into knowledge, improve safety, boost efficiency, enhance decision-making, reduce energy use, raise production and improve margins. So, insight nine is: AI is not only a mine optimisation tool. It can become part of a broader skills, infrastructure and competitiveness story for South Africa.
AI cannot replace rail capacity or rehabilitate port assets, but it can help mines navigate constraints more effectively.
Data is easy; information requires effort Mining already generates enormous volumes of data. The hard part is not creating data. The hard part is turning data into trusted, usable, decision ready information. Data becomes noise Mining generates millions of data points every day across geology, equipment, safety, ventilation, energy and production. But without data governance, data quality, accountability, processing capacity, skills, platforms and leadership, data becomes noise rather than knowledge. This is the central AI lesson. AI depends on data. If the data is fragmented, low quality, poorly governed or disconnected from decision-making, then AI will not create clarity. It may simply create faster confusion. From data to action The future belongs to companies and countries that can move from data to information, to insight, to action. That is the journey. Data is raw material. Information is processed. Insight is understood. Action is where value is created. The challenge for us as people is to combine trusted data with wisdom. There is a very strong demand across the industry for data backed advocacy to address some of the challenges we have mentioned today. The Minerals council is in a unique position to help address problems through collective action which cannot be fixed by individual companies. A call to leadership The future of mining depends not on technology itself, but on leaders who inspire curiosity, workers who embrace learning, organisations that reward experimentation, governments that invest in skills, and communities willing and able to connect to opportunity. That is the call to action. AI will not transform mining by itself. Transformation requires leadership, trust, skills, data discipline, governance and adoption. It’s up to us people to go do it. n
40 MODERN MINING www.modernminingmagazine.co.za | OCTOBER 2026
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