Orchestration
Classify intent, gather required context, manage operation state, and decide when work must stop.
Architecture guide
A production AI operation needs more than a model and an interface. These layers define how business work moves safely, visibly, and with accountable ownership.
The reusable model
They are the practical architecture a team needs to assess before asking an AI experience to perform real business work.
Classify intent, gather required context, manage operation state, and decide when work must stop.
Retrieve, create, update, route, notify, or escalate only through permitted systems and scoped access.
Apply policy boundaries, data limits, consent points, escalation triggers, and review ownership.
Expose the same operation across the approved channels without recreating the control model in each interface.
Transfer the relevant context, reason, and next action when a person must take over.
Preserve the request, boundary, action, owner, and outcome so the business can inspect what happened.
How the layers work together
The layers are not a checklist to complete once. They shape each material move in a controlled workflow.
A channel receives the request and the operation identifies the context it still needs.
Governance and orchestration determine whether an approved action may proceed or work must stop.
The operation uses permitted systems or transfers the case with the context and next action a person needs.
Evidence connects the request, rule, action, owner, and outcome for operations and review teams.
The boundary
A chat, voice, web, or human channel can begin the journey. The operating layers decide what happens after the request is understood.
Conversation alone does not define approved system action, exception ownership, or a reviewable record.
A connector moves data. It does not decide whether the action is permitted or who takes over when it is not.
Capability becomes an operation when its boundary, owner, controls, and evidence are explicit.
Next decision
Start with one workflow, then define the permitted actions, human boundary, and evidence your team needs to inspect.