If I were to hazard a guess, I would say, at first, companies are going to pay human experts to sit down with AI, ask it questions, and correct any mistakes.
It might look like a conversation where a panel of human experts and the AI agree on whats true and whats not. Like scientific consensus.
Eventually the AI will just run its own experiments and test its own hypothesisis.