Technology / L2 detail
Data readiness
Linked Level 3 activities
Level 3
Data quality management
Move from “sufficient for reporting or summarisation” to “sufficient for autonomous action” - standardise critical data elements, enforce validation at ingestion, measure fitness-for-use per workflow, and remediate via automated controls and accountable ownership
Open Level 3 detail
Level 3
Data lineage and provenance
Extend lineage to cover agent context assembly and tool inputs/outputs, not only dataset lineage
Open Level 3 detail
Level 3
Privacy and data security
Upgrade from prompt/PII controls to continuous privacy enforcement across retrieval, memory, tool calls, and action outputs
Open Level 3 detail
Level 3
Data accessibility and entitlements
Move from user access models to task-scoped, context-aware least privilege for agent identities across domains
Open Level 3 detail
Level 3
Data preparation pipelines
Evolve preparation from batch cleaning to continuous enrichment (metadata, labels, sensitivity tags) that agents can rely on at runtime
Open Level 3 detail