Data

Is a comprehensive data governance framework implemented and enforced?

Do you have a unified data catalog with lineage and quality metrics?

Is your data accessible in a centralized lake or lakehouse architecture?

Are data quality standards defined and monitored with automated pipelines?

Is training data labeled, versioned, and stored in a reproducible manner?

Do you have processes to handle data drift and distribution shift over time?

Is there a data privacy and consent management framework aligned to regulation?

Are synthetic data generation capabilities available where real data is limited?

Is data enrichment and third-party data integration supported?

Are master data management practices in place?

Is real-time data streaming infrastructure available for time-sensitive AI use cases?

Is data access governed by role-based controls and audited?