AI is well suited to structured, repetitive preparation: research, classification, summarisation, checking and routing. These tasks can be valuable without giving an agent unrestricted authority.

What AI should handle

People bring relationships, accountability, commercial judgement and the ability to understand exceptions. Those responsibilities should be designed into the workflow rather than treated as a failure of automation.

What people provide

A good approval step shows the proposed action, the supporting context and the consequences. Escalation should be explicit when confidence is low, information conflicts or a rule does not apply.

Approval and escalation

An AI-powered workforce is not a plan to remove judgement from work. It is a way to give people better preparation, clearer information and more capacity for decisions that require context.

Practical next steps

  • Choose a workflow with a clear owner and outcome.
  • Document the inputs, decisions, approvals and exceptions.
  • Test a small version and measure what changes.

Turn insight into action

Understanding the opportunity is the first step. The next is identifying which processes are actually worth automating.

Explore the next step