It is not about adding AI to current workflows. It is about redesigning from the ground up.
Most organisations approach AI the wrong way. They take existing processes and ask: where can we plug in AI? This is like asking where to plug in electricity to a horse-drawn carriage. You do not plug in. You redesign.
The Integration Fallacy
Adding AI to broken processes produces faster broken processes. Adding AI to bureaucratic decision chains produces faster bureaucratic decisions. The tool amplifies the system it is embedded in.
Architecture First
An AI-native firm starts with a different question: if intelligence were abundant and cheap, how would we design this from scratch? The answer is never the same way but faster. It is always structurally different.
Related Insights
The End of Prompt Engineering
As models reason better, the need for complex prompt chains diminishes.
Human-in-the-Loop, Properly Defined
Human-in-the-loop was never about having a person nearby. It was about designing exactly where judgment enters a system — and most companies that claim to have it have only the nearby part.
Complementarity-Aware Collaboration
Most AI training teaches people to use the tool. Almost none teaches the harder, rarer skill: knowing, in real time, whether your judgment or the system's is more likely to be right.