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PHASE 2

Design the Operating Model

When AI takes on work, who gains the authority to act—and who carries the consequence?

Design the work, decision rights and intervention capacity required to make the operating case real.

5

min read · Part of the Transformation Hub

Executive view

Introducing AI changes more than task allocation. It can change who sees a problem, who acts on it and who is able to intervene before the consequence becomes expensive. Design those relationships explicitly. Start with the whole flow of work, then assign the decisions, knowledge, authority and support it needs. Give every exception a destination and every control an owner with capacity to use it. Greater autonomy is one design choice among several. Leave with an operating model that people can explain and exercise, including what happens when the system cannot proceed.

A workflow can be automated and still be unowned

A process diagram shows where work moves. It may say little about who can resolve an ambiguous case, change a policy or accept the consequences of a decision. Those gaps become more consequential when a system can act faster than the organization can respond.

Use the operating case from the previous phase to define the outcome this design must serve. Follow a representative case from trigger to result, then follow one that arrives incomplete, crosses a boundary or requires an exception. The second journey reveals whether the design can operate beyond the demonstration.

Ownership begins here in practical terms, even though formal transfer comes later. The future Operating owner should be shaping the design, accepting its obligations and identifying the resources needed to sustain it.

Who can stop the work, resolve the exception and restart it—and will that person be available?

Five design choices leadership must make

Where should the work change?

Map the current flow and the intended flow, including queues, handoffs and duplicate checks. Remove unnecessary work before deciding which remaining activities need automation or AI. Judge the design by the end outcome: a faster step that increases downstream rework may weaken the operating case.

Which decisions can the system make?

Separate providing information, recommending an action and executing it. For each consequential decision, state the allowed action, its limits, the evidence required and the Outcome owner. Identify decisions people must retain. A broad instruction to keep a human involved leaves the timing and responsibility unresolved.

What happens outside the boundary?

Define how missing information, conflicting rules, unusual cases and unavailable services are handled. Give each exception a destination, response expectation and fallback. Estimate the workload this creates. A review queue with no funded capacity is an unfinished design.

What knowledge and access does the work require?

Identify the records, definitions and policies that support each decision, who owns them and who may see them. Distinguish knowing a value from having authority to act on it. Access to an invoice does not establish permission to change a supplier's payment details.

How will the operation stay accountable?

Assign responsibility for outcomes, service support, knowledge changes, controls and improvement. Agree how teams will review performance and resolve trade-offs. Include the funding and skills these responsibilities need. Suppliers may deliver part of the service; the enterprise still needs an owner who can make operating decisions.

Design the exception before the happy path

Hypothetical example, continuing the invoice opportunity.

An AI assistant can identify a missing goods receipt and prepare a request to Procurement. That does not mean it can approve payment. Finance retains payment authority; Procurement owns receipt resolution; the assistant records the evidence and routes the case.

Now test the difficult case: the supplier says goods arrived, the receipt is absent, and the usual approver is unavailable. The design needs a named substitute with the appropriate authority, a visible queue and a decision about how long the case may remain unresolved. An instruction to “escalate to a human” provides none of these.

First exercise: walk the case through the intended roles using actual policy and a realistic workload. If nobody can take the next action within the required time, revise the operating design before increasing system autonomy.

From discussion to a usable brief

What this phase produces

Use this brief with the Outcome owner, Operating owner, Sponsor and people who understand the work. Record evidence, decisions and unknowns.

An outcome-led work design

A current and intended flow showing the work to remove, change or retain, the handoffs affected and the expected effect on the agreed outcome.

A decision and authority map

For each material decision: Recommend, Act, Escalate or Never Delegate; allowed scope; Outcome owner; required evidence; and the designated human decision-maker.

An exception and fallback model

Clear triggers, destinations, response expectations, substitute owners and safe continuation or pause arrangements, with capacity estimates.

Knowledge and access requirements

The records, policies and definitions each decision needs, their owners and the permissions required to use them.

A sustainable operating responsibility model

Named Outcome owner, Operating owner, Knowledge owner, Technology owner and Control lead, with skills, funding and a review rhythm.

A tested design brief

Results from normal and difficult case walkthroughs, unresolved design choices and the evidence required before implementation.

Before the next commitment

Leadership checklist

  • Can the Operating owner explain how the proposed work design improves the agreed outcome?
  • Are recommendation, execution and approval rights distinct for each consequential decision?
  • Does every material exception have a destination, an available owner and enough response capacity?
  • Can authorized people pause, override and resume the operation without depending on the original project team?
  • Have the people doing the work tested the design against difficult cases and realistic demand?
  • Are the knowledge, access, support and funding obligations assigned and accepted?

Choose the next commitment

Proceed to build when the work, decision rights and support obligations are sufficiently clear to implement. Rework the design where a consequential decision or exception remains unowned. Return to the operating case if the support burden or required authority materially changes the value proposition.

Design will continue during delivery. Record which changes the team may make and which require the Operating owner's decision.

Record the review decision as Expand, Continue, Narrow, Redesign or Stop. The phase gate states the next delivery commitment; a pause, fallback or rollback remains an operational control.

Connected perspectives

Go deeper

Explore the arguments and frameworks behind this phase.

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