Your Company Mandated AI. Nobody's Coming to Help.
Companies mandate AI without training or enablement. Practitioners who build their own capability deliver better work for employers, customers, and careers.
Companies mandate AI without training or enablement. Practitioners who build their own capability deliver better work for employers, customers, and careers.
Microsoft's 20,000-user study found organizational factors account for 67% of AI performance variance. Your AI ROI problem is an operating model problem.
Low martech platform utilization isn't one problem. It's two: a capability gap requiring investment or a rightsizing opportunity requiring divestment.
The agentic marketing model solves for architecture when the real problem is capability. Why these operating frameworks fail and what's needed first.
56% of tech plans become obsolete before implementation. Use this 3-part timeline test to separate legitimate martech strategic bets from expensive hope.
Context engineering is one term running on two different definitions. CMOs need to know which version their team means before funding either.
Vendor 'free first year' migration offers bundled with multi-year contracts rarely pencil out against real timelines. Here's the math procurement skips.
Marketing measurement frameworks fail without an organizational contract defining decision rights, insight SLAs, and accountability. Here's what's missing.
Vendor AI agents redistribute complexity onto buyer teams. Research shows 45% fail expectations. What senior martech leaders should evaluate instead.