Definition

AI-Ready Data

Data that has been cleaned, structured, deduplicated, and formatted to a standard that allows AI systems to consume and process it without producing unreliable outputs. The concept reflects the difference between data that exists in a system and data that an AI can trust. Key characteristics: consistent formatting across records, no significant duplication, complete fields for critical values, and a schema that maps to the downstream AI task. David Carmel's framing at DataRockit: 'Data is just data until it is clean enough for AI.' Most enterprise datasets - including those stored in modern cloud systems - are not AI-ready without deliberate transformation.

From the episode “The $1.5 Trillion AI Problem Nobody Talks About Until Now”

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