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AI-ready data
also AI-ready dataset or AI-ready datasets or AI data readiness
Definition of AI-ready data
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: data that has been prepared, documented, governed, and made accessible in forms that an AI system can reliably use for training, retrieval, evaluation, or automated decisions
- The hospital converted records from several incompatible systems into AI-ready data with shared identifiers and documented consent restrictions.
- The virtual-cell project needs AI-ready biological data that records how different cell types respond to the same intervention.
Origin & history
The phrase grew common across enterprise data management and scientific research as organizations discovered that ordinary stored data was not automatically suitable for machine learning or generative AI. In 2025 and 2026, the Open Data Institute, the World Bank, research groups, and industry organizations published frameworks for AI-ready data. In October 2026, an international Virtual Biology Initiative announced a major effort to produce open, standardized biological datasets for predictive models of life.
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Cite this entry
"AI-ready data." AI Dictionary, Dadgogo, https://dadgogo.com/dictionary/ai-ready-data/. Accessed 9 Oct. 2026.