Michael Cipriano

Avoiding over-engineering is important—but under-engineering can be just as damaging. From limited ERP setups to disorganized document systems, cutting corners in system design often leads to bigger problems down the road. Learn how to strike the right balance with smarter data structures, consistent standards, and scalable workflows that support long-term efficiency and growth.

AI-driven decisions are only as reliable as the data behind them. This article explores the concept of a Document Fabric—an intelligent framework that connects documents to core business data, ensuring accuracy, trust, and contextual relevance. Learn why structured validation and association are key to unlocking better answers and smarter decision-making.