Data pipeline development, data quality management, data lineage tracking, GDPR/CCPA/HIPAA compliance framework design, bias detection and mitigation, explainable AI using SHAP and LIME with model card documentation, AI audit trails for regulatory examination, NIST AI RMF alignment, and EU AI Act readiness assessment for enterprise organisations operating in regulated industries.

AWS (S3, Glue, Redshift, Lake Formation), Azure (Data Factory, Synapse Analytics, Purview), Google Cloud (Dataflow, BigQuery, Dataplex), Databricks and Delta Lake, Snowflake, Apache Airflow and Dagster for orchestration, Apache Kafka for streaming, Informatica and Collibra for data governance. Visualisation: Tableau and Power BI.

Kernshell assesses each AI system against the EU AI Act’s risk tiers (Unacceptable / High / Limited / Minimal risk), prepares model documentation and conformity assessments for High-Risk systems, implements human oversight mechanisms, establishes bias testing protocols across protected characteristics, and builds audit trail infrastructure required for regulatory examination by national competent authorities.