Define the decision
Choose a specific outcome such as demand, churn, risk or capacity and identify who will act on the prediction. A model without an operating response produces interesting scores rather than business value.
Assess the data
Review completeness, bias, timeliness, leakage and whether the historical patterns still represent current conditions. Data preparation and governance usually matter more than model novelty.
Select the right approach
Compare packaged tools, cloud services and custom modelling against the need for transparency, control, integration and maintenance. Start with the simplest approach that can be evaluated responsibly.
Measure operational return
Track decision quality, adoption, exceptions, downstream outcomes and the cost of false positives or missed cases. Revisit the model when behaviour, policy or the surrounding process changes.
Useful next step
Explore the capability