Start with the repeated work
The most useful automation projects usually begin with a task people already understand: answering the same first questions, sorting incoming requests, or moving information between tools. A clear, repeatable task is easier to measure than a broad instruction to automate a department.
Map the current process before choosing a model or platform. Note where information arrives, what a good result looks like, and where a person needs to make a decision.
Design the handoff, not just the answer
An assistant should be able to say when it does not know, ask for missing context, and pass a conversation to the right person. This is especially important when requests involve sensitive information, exceptions, or a commitment on behalf of the business.
Give the system a bounded source of approved information and test it against realistic edge cases. A confident answer is not necessarily a correct one.
Measure useful outcomes
Track whether the workflow reduces time to first response, prevents avoidable rework, or gives staff more time for higher-value tasks. Keep a review process so the team can spot incorrect answers and update the underlying guidance.
The goal is not to remove every human interaction. It is to make routine work easier while keeping people in control of decisions that need judgment.