Use traditional workflow automation when the inputs, rules, and outcomes are predictable.

Agentic AI becomes useful when the workflow involves unstructured information, changing context, interpretation, or decisions that cannot be represented through fixed rules alone.

In many enterprise workflows, the stronger design combines both.

AI handles contextual reasoning, while deterministic software manages validation, permissions, transactions, and business rules.