An estimated $230bn of value from AI in upstream oil and gas. For rotating equipment the question is narrower: does it catch failures early enough to act?
A chopper pump redesign shaped by operator feedback rather than laboratory testing. Wet wipes changed the duty, and the machines had to follow.
