Articles
The Organizational Design Problem AI Exposed. Each piece stands alone. Together, they build the same argument.
Stop saying 95% of AI projects fail. Start looking at HOW AI changed everyone's job.
84% of organizations have not redesigned a single role for AI capabilities. The tools are deployed. The organization is untouched.
Are middle managers the key to AI transformation?
20% of organizations will use AI to flatten their structures this year. The lived experience necessary for transformation sits with the directors and managers.
65% of CMOs say AI will dramatically change their role within two years. 15% of CEOs consider their CMOs AI-savvy.
The barrier isn't the talent pipeline. It's the people in the room leading the change.
Is the AI white-collar reckoning upon us?
Hiring for workers aged 22–25 in AI-exposed roles is down 16%. Recent graduate underemployment is 42.5%. No leader set out to hollow out the career ladder.
Consulting is dead. Long live consulting.
The bottleneck isn't model intelligence. It's how agents are built and run inside organizations. Building the bridge between what AI can do and what the enterprise can absorb.
The power of an FDE isn't in the role. It's in the system it feeds.
FDE job postings grew 1,165% year over year. The role without the system is a cost center. The role within the system is a compounding engine.
The hardest part of enterprise work isn't the work.
Context graphs democratize tribal knowledge. The shift from tracking fields to tracking rationale, provenance, and precedent.
Has the Rapunzel era of AI arrived?
Tiered-access gating of the best AI models. $100M consortiums and hand-picked partners. Serious risk and convenient restriction have a long history of looking alike.