Practice, observation, and the ideas worth keeping.
Most organizations have been absorbing the cost of information that never makes it into a usable form. AI is changing what that gap actually costs.
Borrowing the Minimum Viable Product from startup culture made sense in context. In enterprise environments, the context is different and so is the cost of getting it wrong.
When organizations introduce change and performance dips, the instinct is to intervene. But the Proficiency Dip isn't a failure signal. It's proof that something real is happening.
Growth doesn't create complexity. Unmanaged growth does. The Scale Readiness Framework is a way to think about the difference.
Designing the governance and information architecture a private equity firm needed before AI tools could be deployed responsibly.
Helping a professional services firm prepare for AI-assisted work by ensuring people understood the tools they already relied on.
Reducing cognitive load in a complex, contract-driven ordering system without oversimplifying the work customers depend on.
Designing a mobile-first platform that supports frontline employees at scale while respecting time, trust, and real-world constraints.
Helping a consulting firm move beyond spreadsheets by redesigning how organizational decisions are explored, shared, and trusted.
