Using GraphScale over neo4j LPG for reasoning

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I recently read an article explaining how to get OWL like reasoning on an LPG store in neo4j using GraphScale. But I am very unclear on how to define OWL like rules on an LPG graph in the first place. Can some please explain it to me?
I am basically trying to create a knowledge graph which I would eventually be using in my ML models. Currently, I'm evaluating LPG stores and triple stores but I'm not sure which kind of data modeling and data store to use. What would I lose on if I don't use sophisticated OWL rules?

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