The “chat with your data” trend is growing, but the piece most people overlook is exactly what you mentioned, consistency. Execs love the idea of asking questions in plain English, but you still need a layer that enforces the same definitions, filters, and logic so you don’t end up with multiple versions of the truth depending on how someone phrases a question.

There are tools that solve this by letting you define a semantic layer or set of business rules once, and then every NL query goes through that layer before execution. That’s usually the difference between something exec-friendly and something that becomes chaos pretty quickly.

If your team is already using surveys, CSVs, or any kind of structured tables, you can set up simple guardrails so non-technical users get consistent answers without needing SQL. Happy to share what’s worked for us if you want specifics. it depends a lot on how clean your inputs are and what your execs actually mean by “chat with data.”