Why AI Transformation Must Begin With the Business, Not the Model
The starting point for real AI value isn't the model — it's the operating question.
Insights
Editorial writing on AI transformation, operational intelligence, and the architecture of firms that actually get value from AI.
The starting point for real AI value isn't the model — it's the operating question.
Software sprawl is a symptom. The cure is architectural, not additive.
Beyond dashboards and chatbots — the anatomy of a genuine operating layer.
A framework for evaluating AI investment when the numbers won't cooperate.
The real trade-offs — control, cost, capability — beyond the ideological debate.
How the shift from scripts to agents changes what operations can absorb.
The organizational patterns that quietly kill enterprise AI programs.
Intelligence is a system property, not a subscription.
The specific decisions AI should surface — and the ones humans must still make.
Why consolidation, done well, is the highest-leverage AI investment.