AI orchestration without uncontrolled actions
AI orchestration and multi-agent systems help when one step prepares data, another checks it, and a decision remains with an agreed rule or person. We do not add agents for a label: we first examine the process and risks.
What we need to start
We need a process map, inputs, roles, review points, prohibited actions and quality criteria. We define separately where human review is required.
Deliverables and limits
We deliver an orchestration design, agreed roles, logged transitions and test scenarios. Model, cloud and third-party API charges are outside development scope.
Common question
Is a multi-agent design always needed? No. A simple task is often safer with one transparent workflow.