The good news is that deploying AI agents and connecting them to your data is easier than ever. But that alone won’t make AI agents effective for data-driven decision-making. Models like DeepSeek — or any other large LLM — can’t generate meaningful insights if the underlying data is inconsistent. It’s the classic garbage in, garbage out problem.
And in most companies, there’s an elephant in the room: organizations often have multiple versions of the same metric, each calculated differently. Take “profit margin” as an example…
