FLFranc LiuVietnam Business · Responsible AIVI

FORWARD DEPLOYMENT

From demonstration to operating capability.

Forward Deployment connects business owners, users, data, models, systems and governance. It is iterative because the real process, exceptions and adoption barriers only become visible in daily operations.

01

Seven stages

  • Executive discovery
  • Workflow and data mapping
  • Use-case prioritization
  • Prototype and evaluation
  • Deployment architecture and integration
  • Governance, security and human controls
  • Adoption, monitoring and continuous improvement
02

What a credible pilot needs

  • A named business owner and bounded workflow
  • Approved data, baseline and test set
  • Human review and escalation
  • Failure and stop criteria
  • A decision date for production, redesign or termination
03

What this is not

It is not the sale of an API key, a generic chatbot installation or a promise that private deployment eliminates risk. Architecture follows business and governance requirements.