In all the recent noise about industrial AI, and various companies’ efforts at software solutions to help customers pilot or bring the technology to scale, a fundamental idea should not be getting lost: If data is fragmented, missing or stored in places that require manual processes to retrieve it, AI is going to be of limited or no value to your industrial operation. That said, we have to deliver a mea culpa in this space.