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AI agents: Business manager report

Expanded web report · Related PDF snapshot: 22 October 2026 · PDF page 7

Research reviewed 22 October 2026 · Evidence and editorial planning guidance are distinguished below.

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Keep work moving with controlled exceptions

Translate business policy into clear operating limits for automated actions. Define what the agent may suggest, what it may execute and what must wait for a person. Staff need a consistent exception queue so automation does not silently become a second, conflicting operating process.

Your immediate priorities

  • Identify refund, purchasing and customer-promise thresholds requiring human approval.
  • Review a sample of agent exceptions with the service owner and adjust the workflow.

How to work through the decision

Run a short operating review with the people who own the affected workflows. Separate work that can continue, work that needs a temporary process and work that should wait. For each exception, record the customer commitment, decision owner and evidence needed to return to normal. Count delayed or reconciled transactions rather than treating a supplier status page as a complete business measure.

Evidence to ask for

An action-authority matrix linked to named business approvers and escalation times.

Which actions create an obligation we cannot easily reverse?

Work with the next person

Give the technical manager a prioritized workflow list and acceptance criteria. Ask for evidence in terms of the operation that must work, then arrange for the relevant staff to exercise it.

Continue with the technical manager report for this topic.

A scenario to rehearse

Illustrative exercise, not an observed customer incident: A support agent can draft a refund explanation and also call the refund API. The exercise tests whether a persuasive conversation can cause payment without the separate approval required by the business.

What a useful outcome looks like

An action-authority matrix linked to named business approvers and escalation times. Keep the decision dated and return to it if new evidence changes the scope.

Sources and further reading

What does this mean for your business?

Use the Cyber Health Review to turn the research into priorities for your own operating model.

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