The most direct and effective control for preventing prompt-based manipulation is to enforce a structured input/output template (option A). AAIA highlights prompt management as a key emerging control area because unstructured prompts can lead to:
Prompt injection
Model manipulation
Circumvention of rules
Unauthorized access to sensitive outputs
Safety violations
Templates constrain user input to predefined formats, reducing opportunities to embed hidden instructions or modify model behavior.