AI automation works best when the process, decision boundary, and human review point are explicit. Start with repetitive work that has clear inputs, measurable outputs, and a recoverable exception path.

Begin with the workflow

Map the work before choosing a model. The strongest systems combine deterministic software with AI only where judgment, language, or unstructured data makes it useful.