
Introduction Imagine a scenario where a brand, built over decades of trust and credibility, suddenly finds itself described by an AI assistant as unreliable or unethical—not due to factual evidence, but because of a coordinated flood of misleading online content. This emerging risk, known as directed bias attacks, poses a significant threat in an era where AI systems shape public