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Use AI / Machine Learning to improve Best Seating to be more customer centric

Currently Best Seating picks seats based on the best seat map, however I think it would be interesting to explore a more customer centric best seating solution.  Would it be possible to train a model so that best seating can pick the best seats for a customer, potentially based on their past attendances, the type of show they are booking, as well as the availability.