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How poor data foundations can undermine AI success

ID: c86bd36d-71cc-56c0-853b-4d48f0f8c8af

STIX ID: report--c86bd36d-71cc-56c0-853b-4d48f0f8c8af

Feed Name: CIO Security

Date Published: 2026-04-17

Date Updated: 2026-04-20

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The excerpt advises organizations on managing data privacy and access when adopting AI and large language models, recommending human-in-the-loop validation, careful consideration of where LLM processing occurs, use of smaller models or constrained prompts to reduce data exposure, and treating AI data readiness as an ongoing governance discipline to ensure secure, auditable, and interoperable data use.

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