The AI Balancing Act: Security, Productivity and Data Privacy

Family offices using public LLMs risk data leakage through training, indefinite retention, and breaches—multi-model governed platforms aim to close that gap.

• Data privacy is the core risk: Model providers' incentives aren't aligned with users'; Anthropic updated terms to train on non-enterprise account data, and OpenAI was legally required to indefinitely retain logs of all user/API data.
• Breach scale is large: Steven Walchek cites 1,400 publicly acknowledged data breaches at major model providers last year alone.

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