the impact of AI on retail has been a game changer. many players in the industry embraced the discipline for a while now in several circumstances it has been so natural that retailers didn't actually realize they are actually deploying AI. I had conversation with a CEO of holding group I was impressed by the level of AI deployment at the organization from personalization to operational optimization. I wonder how things will evolve in couple of years from now.