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
6 February 2026
The long close relationship between key supplier Qatar and pivotal buyer Japan becomes even deeper following new landmark deal
6 February 2026
Partnerships across the LNG value chain have evolved over time, growing in both complexity and importance, according to panellists at LNG2026
6 February 2026
Nigeria's mega-refinery is still trying to solve many challenges, all while its owner talks up expansion
5 February 2026
While broadly supportive of EU efforts to tackle methane emissions, representatives of the gas industry warn it could deter supply contracting if timelines and compliance requirements are not made more pragmatic






