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Google’s open-source differential privacy library provides mechanisms for introducing controlled noise to protect individuals in datasets and analytics.

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Immuta provides data access control, anonymization policies, and privacy governance for AI and analytics workloads.

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OpenAI’s Moderation API detects unsafe content such as hate speech, violence, sexual content, and self-harm, providing a safety layer for text and image applications.

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OneTrust provides AI governance tools for model transparency, risk management, compliance reporting, and ethical AI lifecycle oversight.

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Google Differential Privacy

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