While speaking at an executive luncheon in Calgary recently, I had an unexpected realization. Nearly 10 years had passed, but I was still having the same conversation with oil and gas leaders: how to move from AI curiosity to AI confidence. The moment felt familiar because I had seen this challenge before. In 2017, I was leading a software










