Speed and defensibility are not competing priorities when AI in source selection is structured to produce a clear, auditable record by design. That is the decision facing acquisition leadership. Not whether AI belongs in proposal evaluation, but whether the workforce will have the orchestration layer it needs to convert AI-assisted evaluation into a defensible record on the first pass.