Policy Enforcement: AI can ensure compliance with data governance policies? processes? and procedures by automatically monitoring data quality standards on centrality and variation based on predefined rules and AI for Unstructured thresholds. A critical aspect of data governance is data security or protection. AI can create summary reports and audit trails of data usage by monitoring RBAC (role-based access controls) on user roles and ensuring that only authorized users are accessing critical and sensitive business data.
Data Lineage and Discoverability: AI tools can map the flow or lineage of data in various systems and provide detailed audit trails for transparency? integrity? and traceability of data. AI can use the metadata for cataloging data assets ensuring that users can easily find and utilize the data they need as part of data discoverability.
Feature Engineering and Synthetic Data
AI can leverage existing data and appropriate qatar whatsapp number data patterns to create additional features or attributes using appropriate feature engineering techniques. When real data is scarce or sensitive? AI can generate high-quality synthetic data to support various use cases for better model validation and verification. As AI-generated synthetic data do not contain any real personal information? they can be used to simulate various scenarios without jeopardizing compliance with data privacy regulations and other compliance mandates.
Over 80% of the data in an enterprise is unstructured or TAVI (text? audio? video? and images) data [3]. AI can be used to monetize unstructured “TAVI” data? especially by unlocking new country wise email marketing library revenue streams? reducing costs? and mitigating business risks.
MDM and Entity Recognition/Resolution
AI can extract key business entities as part of named entity recognition (NER) from unstructured data? enabling businesses to build an MDM (master data management) solution with critical business “master afb directory data” entities such as customer? product? vendors? locations? and more. E-commerce platforms can implement AI-driven AR (augmented reality) visual search capabilities? allowing customers to search for products using images? thereby improving their shopping experience.