Safety filters and refusal behavior determine whether an AI assistant can be reliably deployed in professional, regulated, or brand-sensitive environments without introducing operational or reputation
Hallucination control is one of the most critical dimensions of AI reliability in professional contexts, because errors rarely appear as obvious falsehoods and instead surface as plausible, well-struc
