Rise of the machines
Technology is increasingly replacing the roles of humans across the energy supply chain
The application of machine learning to the oil and gas industry is well underway and has the potential to transform efficiency and working practices across the entire value chain. Atomiton works with majors, and other oil and gas companies, on industrial software that makes their operations more efficient and agile. It offers a “new category of analytics programs”, according to CEO and founder Jane Ren, across field, plant and infrastructure integrity applications. What benefits do artificial intelligence (AI) and machine learning offer? Ren: AI is a broad term for computer programs that leverage data to make better decisions than humans. Machine learning is a narrower category within AI, a
Also in this section
13 March 2026
Brussels is again weighing a cap on gas prices amid the Hormuz crisis, but the measure could backfire by deterring the LNG cargoes Europe urgently needs
12 March 2026
Emergency oil stocks provide a last line of defence to oil market shocks, so the IEA’s unprecedented 400m bl release represents something of a double-edged sword
12 March 2026
LPG could rapidly expand access to clean cooking across Africa and prevent hundreds of thousands of deaths from indoor air pollution each year, but infrastructure shortages and regulatory barriers are slowing investment and market growth
11 March 2026
Missiles over Dubai and disruption in Hormuz are testing the emirate’s reputation—and shaking the energy hub at the centre of the Gulf economy






