It is possible to do this sort of analysis using Event Comparison displays in PI Vision. These displays overlay trends from different Event Frames. The documentation is available at this link and includes some examples:
It does require that there are Event Frames that represent each of your production runs. These are typically set up using either AF Analytics or the Event Frame Generator Interface. Both are capble of generating these Event Frames in realtime going forward and/or backfilling based on historical data.
PI Vision 4 (which is currently in development) will allow regular displays to show trend data from two different time frames. I think this may also help address your use case.