Would a knowledge graph be a useful tool in solving data discovery issues in data silos?

I'm working on a project for my company that converts real-time streamed social media data into actionable financial insights. I have a large amount of unstructured data scattered across multiple silos. However, I'm having trouble deriving meaningful relationships between the data and the objects. I'm thinking about using knowledge graphs, but I'm not sure if they're appropriate for this.