Yes, AI data is already a mess.  The excuse phrase we use is AI is “hallucinations”.  Well, another term to use is “mistakes”!  But let us stop looking out the rear view mirror and look how we can harness the AI engine for our competitive advantage.  How – by building out your data foundation.  The right time to do this is when data starts coming in the door.  Or the right time to do this is now!  Enterprise Architect, Analyze, Design, Assemble solutions to order  – the contemporary life cycle for true competitive advantage from technology.