When most people think of data, they imagine tidy spreadsheets, tables, and dashboards that fuel performance metrics and KPIs. This is what we call structured data: clean, organized, and easy to analyze. But here’s the truth: only about 15 percent of the world’s…
Top-Down vs. Bottom-Up Approaches to Gen AI Implementation: A Strategic Framework for Organizational Transformation
Introduction: The Fundamental Strategic Question Organizations implementing Generative AI face a critical strategic decision between two primary approaches: A) Bottom-Up/Citizen Development Approach: This model enables users throughout the organization to build AI solutions themselves and request changes that get developed by technical…
Two Paths to GenAI Success: Choosing Your Organization’s AI Journey
The generative AI revolution has transformed from experimental pilots to enterprise imperative. Organizations face a critical decision: not whether to adopt AI, but how to implement it effectively while protecting sensitive data and driving real business value. Two distinct strategies have…