Annie vs The Field
Annie's competitive position is narrow but defensible. She wins where three conditions converge: the task is domain-specific, the output requires verified correctness, and the deployment must be sovereign. Outside that intersection, she loses to frontier models on raw capability and to raw open-weight models on simplicity.