Data Democratization Through AI-Accessible Data Products
Enterprises abandon AI projects when data foundations crumble, but semantic layers can fix it.
Farah Serrano
Section
5 stories in Data Products.
Enterprises abandon AI projects when data foundations crumble, but semantic layers can fix it.
Internal AI agents need data marketplaces built for machine consumption, not human intuition.
Batch and streaming ingestion tools move data from source systems into warehouses and lakehouses.
Organizations skip the cultural work and pay the price when domain teams resist ownership.
Data quality and governance matter more than model sophistication for enterprise AI success.