01
Understand the workflow
Map current steps, bottlenecks, ownership and exceptions.
SERVICE / AI IMPLEMENTATION
Clarify the workflow, identify where AI or automation may help, understand the data and integration constraints, and choose a measured first step rather than adding AI for its own sake.
WHAT WE BUILD
Map current steps, bottlenecks, ownership and exceptions.
Consider data quality, privacy, integrations and failure modes.
Start small, test against real requirements and decide what to improve next.