Experience in operations, engineering, and training.

Understand the work before recommending a tool.

I begin by learning how your business operates, what your team needs, and which parts of the current process are worth keeping. That gives us a basis for deciding what to change and how to measure the result.

Use AI where it provides a clear benefit.

AI is one option among the tools available. Some tasks benefit from it; others are better served by conventional automation, a well-designed spreadsheet, or a simpler process. I’ll explain the reason for a recommendation, its limitations, and what it will take to maintain.

Make the result usable by your team.

The work includes testing, documentation, and agreed training. You should understand how the solution works, what still needs a person’s judgment, and how to get help when something changes.