This is an excellent perspective on the state of digital adoption in the Oil & Gas industry, and the opportunity that IoT and AI have in the filed.  While the talk nominally starts on pipelines, it really focuses on the entire industry, and in particular, it is applicable to the upstream operations, which is where Zedi is active.  The pieces are there, but systematic adoption of technology by people in processes is the next horizon.