Agentic workflow is useful when a system needs to interpret context, prepare drafts, evaluate options, or assist with multi-step work that would otherwise require repeated manual coordination.

Automation work focuses on reducing manual handoffs, re-entry, and brittle process steps in high-accountability environments such as inspections, permitting, licensing, and records processing.

Prototyping helps teams test workflow ideas, internal accelerators, and delivery assumptions without jumping straight to a full implementation commitment.