Adoption & operations

Who owns the AI capability after launch?

The decisions, handover assets, and change controls that keep an AI workflow usable after the implementation team leaves.

The decision this supports

Before release, have the receiving team demonstrate that it can inspect, pause, recover, and change the workflow within its agreed responsibilities.

For operating owners, delivery sponsors, and procurement teams

01 / Operating playbook

Name the decisions before the job titles

“The business owns it” leaves too much open. Identify who accepts the work, who can authorize a change, who responds to failure, and who approves access. One person may hold several responsibilities in a small team, but each decision still needs a named owner and a backup.

Start with a concrete incident: the assistant produces a review package using an outdated procedure. Who can pause it, determine the affected cases, correct the source, authorize reprocessing, and communicate the impact? Use that walkthrough to expose gaps between the business, engineering, and delivery partner.

Agree the scope of any ongoing support. Coverage hours, escalation routes, third-party dependencies, and change responsibilities should be explicit. “Managed” or “supported” is not a useful operating agreement without those details.

02 / Operating playbook

Handover includes the ability to operate

Receiving a repository is only one part of ownership. The team also needs the environment, accounts, source dependencies, evaluation evidence, and instructions required to run the capability. Confirm what is customer-owned, licensed, or provided through a continuing service, and document any restrictions that affect future changes.

Scroll across the table to read all columns.

An operating handover to demonstrate
CapabilityEvidence to hand overAcceptance exercise
Understand the workflowProcess map, permitted actions, and acceptance criteria.Explain a normal case and an exception.
Run and observe itDeployment instructions, configuration, and monitoring.Locate a failed case and its permitted evidence.
Pause and recoverPause procedure, manual path, and reconciliation steps.Stop new work and account for work already in flight.
Change it safelyVersioned evaluations and release procedure.Evaluate a change and restore a known configuration.
Manage dependenciesSource owners, service accounts, licenses, and support contacts.Identify who handles a dependency outage or access change.

Walk through these tasks with the receiving team. Record missing access or knowledge as handover actions with owners. Avoid making the original implementer the only person able to explain the system or interpret a failure.

03 / Operating playbook

Train people on judgment and exceptions

Training should use the team’s actual responsibilities. A reviewer needs to recognize missing evidence, inspect sources, correct a result, and reject a proposed action. A manager needs to understand operating measures and escalation. A technical owner needs the deployment, access, and recovery procedures.

Practice difficult cases, including when the system must stop. Ask people to explain why they accepted a result, not just which button they clicked. Make the path for challenging an answer as clear as the path for accepting it.

Allow time for changed work. If AI preparation creates a new review responsibility, put that responsibility into workload planning and measure its effort. Adoption is not established by counting logins while the underlying work continues through an unobserved manual process.

04 / Operating playbook

Treat changes as release decisions

The workflow can change even when its application code does not. A new model, source policy, integration response, permission rule, or user population can alter the result. Maintain an inventory of those dependencies and identify which changes require evaluation and owner approval.

For each release, retain the configuration, relevant test results, known limitations, and decision owner. Make rollback expectations precise. Restoring a previous configuration may stop a regression, but it does not reverse an email already sent or a record already changed. Those effects need separate investigation and reconciliation.

Decide how to handle partially completed work during a pause or change. Preserve enough state to distinguish accepted results, confirmed failures, and unresolved outcomes. Resume deliberately instead of blindly replaying every interrupted action.

05 / Operating playbook

Review value and decide what to do next

Use a regular operating review to compare accepted outcomes, total staff effort, rework, escalation, adoption, and recurring cost against the baseline. Assign actions for recurring exceptions. Separate a source-maintenance issue from an integration defect or a workflow that no longer meets the business need.

Agree what would justify expansion, redesign, or retirement. More usage alone is not a reason to broaden permissions or automate approval. Expand only where ownership, source coverage, acceptance evidence, and support can expand with the workload.

Use the operating handover worksheet before the release meeting. The most useful question is whether the receiving team can demonstrate the capability, not whether every document has a check mark.