Does the sheer amount of claims that boil down to "chrust us" in this text feel fishy for anyone else? They claimed a lot of stuff, but the only thing resembling a description on how the system works boils down to

It automatically collects data on how people use energy in their homes and identifies opportunities to charge and discharge home battery storage.

You don't need machine learning for that. Unless they're using the vague term "artificial intelligence" for something else; this vagueness also smells fishy to be honest.