Is your AI strategy creating “dark zombies”?

Innovation is about balancing control with autonomy. But when a “perfect prototype” developed with high autonomy meets the reality of enterprise-wide deployment, many organizations find themselves unprepared for the complexities of scaling. According to KPMG’s 2026 Global Tech Report, roughly 60% of organizations say AI investment is outpacing their governance capabilities. Enterprise AI puts new…

The wrong million tokens

Last month I made the case for an ROI exchange rate: the formula you negotiate with finance before deployment that converts KPI movement into dollars. One point of first-call resolution equals this many dollars. One hour of engineering time recovered equals that many. A common objection was a version of the same question. Fine, we…

The AI transformation underway at Musinsa

For many years, Musinsa, South Korea’s premier online fashion platform and marketplace for Korean designer brands, streetwear, and beauty products, has described itself as a company dedicated to AI. They bring in AI-native talent and give employees room to experiment, yet meticulously manage token usage and work performance. And instead of handing over AI completed…