Businesses risk overreliance on large language models because they are probabilistic, ungrounded, and prone to hallucinations, bias, sycophancy, and model collapse—weaknesses attackers and misuse can exploit. A growing AI security industry (e.g., DeepKeep, AI Sequrity, Kamiwaza) is building provenance, guardrails, drift detection and agent-level controls to mitigate operational, reputational and adversarial...