Can You Trust AI To Be Your Data Analyst? 

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…