applied AI
Applied AI is using AI to change how real work gets done and move a business outcome, not shipping a model or chasing generative hype.
July 6, 2026 · 4 min read
AI adoption
Most AI pilots do not fail because the model was wrong. They fail because the workflow was never redesigned and the team was never brought along. Here is the pattern, and how to break it.