Adoption and human oversight

A solution creates value when people understand how to use it, when to validate it and how to handle exceptions.

Change management

Communication, training and support appropriate to the implementation scope.

Oversight

Clear roles to review outputs, manage exceptions and maintain process control.

Transfer

Documentation, guides and working sessions to leave capabilities in place.