AI support bots can fail not due to unsafe content, but because the product lacks runtime governance. While models may provide polite and policy-aligned responses, they can err by answering when they should escalate sensitive issues like billing disputes or legal concerns to human agents. Effective AI products require a layer of runtime governance that dictates when the model should answer, ask clarifying questions, fallback, refuse, or escalate, rather than solely relying on prompt instructions which can become hidden production logic. AI
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IMPACT Highlights the need for robust product governance around AI models to ensure operational success beyond just content safety.
RANK_REASON The article discusses a conceptual failure mode in AI products rather than a specific release or event.