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AI-RISK-MANAGEMENT5 MIN READ

Sort LLM Risks to Controls

Match LLM risks to practical control families.

Sort each LLM risk scenario into the control family that best reduces it. Content boundary controls Data protection controls Human verification controls Tool permission controls A retrieved webpage tells the assistant to ignore system rules The model includes customer account IDs in a public answer A user forwards an AI legal summary without checking citations An AI agent can delete tickets without approval A hostile email tries to change the agent's instructions Training data contains secrets that can surface in output A fluent answer hides uncertainty about source quality A support bot can issue credits above policy limits

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