The AI workflow sounds magical until someone asks for audit evidence. Then the magic turns into paperwork. Every prompt, agent action, and pipeline adjustment needs to be logged, reviewed, and proven compliant. The problem is the data behind those actions often includes sensitive bits no one wants exposed—PII, secrets,