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PUBLISHER: IDC | PRODUCT CODE: 2044801

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PUBLISHER: IDC | PRODUCT CODE: 2044801

Preparing Data for Safe AI Enablement

PUBLISHED:
PAGES: 7 Pages
DELIVERY TIME: 1-2 business days
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This IDC Perspective emphasizes that the reliability and competitiveness of AI initiatives hinge on the quality, governance, and protection of enterprise data. Organizations must rigorously curate, secure, and continuously monitor data to ensure it is AI-ready, minimizing risks and ensuring compliance. Robust governance frameworks, cross-functional collaboration, and proactive oversight are essential to maintain trusted data foundations, enabling effective, transparent, and resilient AI deployment across the enterprise."AI is only as trustworthy as the data it consumes," says Jennifer Glenn, research director for Information and Data Security. "Without secure, curated data, every AI-driven decision becomes a potential risk."

Product Code: US54310426

Executive snapshot

  • Key takeaways
  • Recommended actions

Situation overview

  • Preparing the trusted data
  • Maintaining trusted data
    • Create dedicated source and training data
    • Clear access controls and use policies
    • Continuous change logging and monitoring
    • Lineage and data mapping
    • Data obfuscation
  • Demonstrate trusted output
    • Prompt monitoring
    • Protect sensitive data from being exposed
    • Limit and respond quickly to hallucinations

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  • Related research
  • Synopsis
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