Controlled, observable and useful
We start by mapping the existing workflow: the inputs, systems, repetitive tasks, decisions, outputs and people involved. From there we identify what can be automated reliably, where AI adds genuine value and where human judgement should remain.
We define the allowed inputs, outputs, decisions and escalation points before implementation. Integrations, sensitive data, permissions, failure handling, cost and auditability are considered before an automated workflow is trusted with operational work.