Agentic AI strategy and transformation

Agentic operating-model design

Assign accountability for work shared by people and agents

Agents are introduced into processes designed entirely around human roles. The decision is how to assign accountability for work shared by people and agents. The work begins with your actual workflow and looks for the evidence that separates intended behaviour from a consequential exception. It is particularly relevant to COOs and operating-model leaders. A useful outcome is an explicit account of what was examined, what remains uncertain, and which decision the evidence can support.

The operating choices relationship

  1. Starting evidenceProcess ownership

    Establish the basis for production owner.

  2. Decision boundaryControl reviewer

    Define challenge and approval responsibilities.

  3. Decision artefactAgentic operating model

    Retain the scoped finding and its unresolved dependencies.

Proposed working model. Commitment depends on the sponsor’s evidence review.

Decision

Frame the decision around production owner

Questions and the evidence they need

Criterion / evidenceProduction owner
Inspect process ownership for the relevant constraint or observation.
Criterion / evidenceControl reviewer
Inspect decision rights for the relevant constraint or observation.
Criterion / evidenceIntervention route
Inspect service responsibilities for the relevant constraint or observation.
Read each criterion against the available evidence before deciding that additional work is needed.

The decision is how to assign accountability for work shared by people and agents. This is relevant to COOs and operating-model leaders when agents are introduced into processes designed entirely around human roles. Name the affected workflow, the consequence of a wrong decision, and the owner who can act on the result. The initial discussion should establish which evidence is already available and which uncertainty is material enough to investigate.

The specific failure hypothesis is that the agent performs work but no team owns exceptions, corrections or changing its authority. It remains a hypothesis until examined in the deployment. Existing internal tests or operating records may already resolve it; identify the uncovered question before commissioning additional work.

Mechanism

The operating model must name who owns live decisions

Relationships within operating choices

Source or conditionProduction owner
Assign responsibility for useful completed work.
Crossing or choiceControl reviewer
Define challenge and approval responsibilities.
Consequence or decisionIntervention route
Resolve exceptions and lifecycle changes.
Compare a bounded option with relevant alternatives. Each relationship needs evidence in the actual scope.

What this specialty examines

An agentic operating model should assign responsibility throughout the lifecycle. Separate ownership of business outcomes, technical operation, control review, exception handling and authority changes. Agents can execute tasks, but accountability for the process still needs a named human role.

The review should map production ownership, control review, human intervention and lifecycle decisions. Identify the normal route, relevant exceptions and the authoritative record of the outcome. Inspect the relevant business-system record, enforcement event or process evidence alongside any reported status. Keep incomplete cases visible, with an explanation of what their absence prevents the owner from concluding.

The tradeoff to make explicit

For this decision, central control promotes consistency while local workflow ownership preserves operational context. Compare the available design or operating choices against the same intended outcome. If one option removes a required control or changes the task boundary, describe that difference before treating its apparent simplicity, speed or lower effort as an improvement. The decision should expose the tradeoff instead of burying it in an aggregate score.

Preparation

Connect the working inputs to the boundary being examined

Evidence packet for production owner

Illustrative working format

BasisProcess ownership
Identify the accountable role and verify its decision rights or availability.
ContextDecision rights
Check its relationship to the relevant workflow and expose missing context.
ObservationService responsibilities
Identify the accountable role and verify its decision rights or availability.
DependencyEscalation paths
Identify provenance and the specific decision this material can inform.
Illustrative preparation record. Availability, revision, and handling need confirmation.

Start with process ownership, decision rights, service responsibilities and escalation paths. Identify the owner, revision and operating context of each source. Sanitised examples may support initial design, but differences from actual conditions should remain explicit. Where direct access is unsuitable, a customer-controlled evidence or execution route may be considered, with agreed handling and retention.

The scope also needs the business sponsor, agreed expectations for a representative business hypothesis, and the authority to inspect the relevant boundary. Specify what evidence would distinguish the failure in which the agent performs work but no team owns exceptions, corrections or changing its authority from acceptable behaviour. If stakeholders disagree about intended behaviour, resolve the interpretation before classifying the observed difference as a defect.

How the work proceeds

Carry production owner through to an accountable finding

From the scoped material to a decision record

  1. Establish conditionsProcess ownership

    Establish the existing process and its constraints.

  2. Examine the relationshipControl reviewer

    Apply the scoped check to intervention route.

  3. Retain the findingAgentic operating model

    Record the evidence, open dependencies, and the owner’s next decision.

Proposed sequence; resolve interpretation or access gaps before relying on the next step.

Establish the problem and comparison baseline

Bring process ownership, decision rights, service responsibilities and escalation paths into a working session with COOs and operating-model leaders. Separate observed process conditions from stakeholder preferences and future estimates. Describe the current approach and at least one credible alternative, including simpler process improvement where relevant. The preparation output is a comparison brief with the unresolved assumptions, accountable owner and observations that would justify advancing or rejecting the proposed option.

Examine options and challenge assumptions

Map interactions between product, engineering, operations and control teams. Test ambiguous cases through tabletop walkthroughs, especially incidents and contested outcomes. A responsibility chart is useful only if participants understand what decision they are expected to make.

Choose the next bounded commitment

Develop a proposed agentic operating model with role interfaces and accountability gaps from the examined alternatives. Distinguish immediate dependencies from questions that a bounded experiment can answer, and name who owns the operating or benefit measure. Recommend an advance, hold, revise or stop decision with a specific next observation. Any later expansion should depend on the agreed learning result and available capacity, rather than the completion of planning activities alone.

Indicative artefact

Make the agentic operating model usable by its owner

Agentic operating model

Illustrative working format

Annotated fieldAgentic operating model
Identify the assessed workflow, revision, and decision boundary.
Annotated fieldRole interfaces
Record accepted inputs, task meaning, and incomplete or failed outcome semantics.
Annotated fieldAccountability gaps
Name the missing evidence, responsible owner, and condition for revisiting the decision.
Illustrative artefact structure, not a completed engagement or an observed result.

A useful decision artefact is a proposed agentic operating model with role interfaces and accountability gaps. Supporting material may include selected cases, configuration or process records, evidence references, a disagreement log and prioritised actions. Retain the case selection rationale and material disagreements alongside the result; otherwise the result may be mistaken for complete coverage.

Illustrative scenario

Examine intervention route through a constructed exception

A constructed case and its decision paths

Illustrative scenario

  1. SituationProduction owner

    An agent incident falls between the product owner and the platform team.

  2. Question to examineControl reviewer

    Walk the incident across product and platform responsibility boundaries.

  3. Conditional next actionIntervention route

    Assign the unresolved operating decision to an accountable role.

Fictional example. No executed test, customer engagement, or measured outcome is implied.

Consider a fictional situation: a customer-service team assumes engineering handles agent mistakes while engineering assumes operations owns every exception. The scenario is illustrative, with no client engagement, executed test or measured improvement implied.

For disputed support ownership, agree who corrects business records, who diagnoses implementation faults and who communicates with users. Those responsibilities may sit in different teams. The model should coordinate them rather than assign every issue to a generic AI owner.

Scope and next action

Keep the conclusion within the stated business hypothesis

Confirm fit before the next commitment

Included boundaryProduction owner
This review is limited to the stated business hypothesis.
PrerequisiteProcess ownership
The relevant owner must confirm access and the intended operating conditions.
Claim limitAgentic operating model
Commitment depends on the sponsor’s evidence review.
Bring the triggering change and existing evidence; resolve the dependency that could alter the decision.

A strategy or business-case model is decision support. It does not establish demand, guarantee financial returns, commit staffing or authorise organisational changes. Any engagement depends on an agreed scope, qualified team, authorised access and confirmed availability. Bring the affected workflow, its current configuration or process, the triggering change and the evidence already available. The immediate scope question is prompted by the situation in which agents are introduced into processes designed entirely around human roles; confirm which missing observation would change the owner’s next action.

Ways to engage

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A little more clarity

Questions to consider.

Start with the questions that shape a better decision.

Who should own an agent after the initial project ends?

Assign a business owner for outcomes and technical owners for operation, with clear control and exception responsibilities. Ownership can be distributed, but the interfaces between roles need explicit decisions and escalation paths.

Which role records establish lifecycle accountability?

Start with process ownership, decision rights, service responsibilities and escalation paths. Record their revision, owner and relationship to the intended workflow. Missing context should be identified before interpreting outcomes; a sanitised fixture is useful only when its relevant differences from the operating case are understood.

How should ambiguous exception ownership be examined?

Map production ownership, control review, human intervention and lifecycle decisions. Separate observed process evidence from preferences and forecasts. Include the current process and a simpler alternative. Define the learning question and advancement criteria before interpreting an experiment; activity or stakeholder enthusiasm alone does not establish realized value.

What belongs in an agentic operating model?

The proposed output is a proposed agentic operating model with role interfaces and accountability gaps. Include the selected conditions, supporting observations, unresolved differences and next decision. A reviewer should be able to follow each important conclusion back to its evidence and understand the limits without depending on an undocumented explanation from the author.

When should technical and business ownership differ?

Separate ownership when technical operation and business consequences require different decisions. Define the handoff between diagnosis, record correction, user communication and risk acceptance so neither role assumes the other owns everything.

What if existing evidence already answers the question?

Review its scope, provenance and configuration before proposing new work. Existing work from COOs and operating-model leaders may already be sufficient. In that case, capture the decision, unresolved limitations and the change that would require another review. Additional assessment should address a real gap.

What would make the findings inconclusive?

Missing process ownership, decision rights, service responsibilities and escalation paths can prevent a reliable interpretation, depending on the case. Record the specific missing observation and its implication. The owner can supply evidence, narrow the claim or defer the dependent decision; an incomplete case should not silently be counted as a pass.

Start with the decision you need to make.

Tell us about the agent workflow you want reviewed, and where you need greater clarity. Scope and availability are confirmed together.

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