Automation vs. Agentic Workflows: The Entropy Test

Every AI success story hides a pattern. Predictable systems win with automation, unpredictable ones need agency. We are being told every week that AI can change everything. New tools, new promises, new claims. Yet many leaders still find their processes break down in the same predictable places. The bottleneck is not whether to use AI, […]
AI’s Biggest Wins Today Are Happening in Small Business, Not Enterprise

The Common Narrative When people think about AI transforming business, they imagine enterprise giants deploying billion-dollar platforms, custom models, and armies of data scientists. The assumption is that scale equals advantage. But right now, the most profound business impact of AI is showing up in small businesses. Not because they are more advanced, but because […]