Why pilots stall in the demo zone
Pilots succeed because they are sheltered: clean data slices, fixed demo paths, temporary human backstops. Production brings dirty inputs, exceptions, and diffused ownership — model skill remains; the pilot’s shield against complexity does not.
Pilot “success” should not be a screenshot of accuracy. Ask whether business outcomes are acceptably defined, who owns runtime, and whether delivery survives change and failure modes.
Three interfaces that must be explicit
Business: which decision or action changes, how handoffs work, what rollback looks like. Data: which master data and event streams training and inference depend on, and the quality bar. Operations: who monitors, who corrects, who approves releases.
When these interfaces are clear, a pilot can become a productized capability. When they are not, scaling mostly scales coordination cost.
From roadmap to acceptance rhythm
A useful roadmap is not a tech shopping list. It is a sequence of use cases ordered by value and deliverability, with client sign-off at key milestones. Co-creation beats black-box outsourcing: the business shapes inputs and acceptance criteria; engineering turns constraints into running systems.
MICROFACTOR’s preference: value diagnosis and prioritization → process-intelligent design → co-creation and productization → go-live handoff and scaled operations. At every step, ask whether the counterpart can explain what was delivered.