Zero-touch automation sounds magical until you try to build it. The brochures make it seem simple: throw AI at manual processes, watch headcount drop, celebrate. Reality is messier. I've led teams through this transition, and the journey is 30% technology, 70% everything else. 🛠️ You can't automate chaos. Before zero-touch works, you need standardized processes, clear exception handling, and trust from skeptical stakeholders. That means months of change management, cultural

At Amazon FinAuto Receivables Tech, we needed to double capacity while driving AI/ML-led finance automation at scale – without diluting performance, culture, or manager satisfaction. *** The Charter-First Principle: Most teams hire reactively. We designed charters first – defining outcomes, skills, and leadership bar upfront. This reduced hiring mistakes by 40% and created self-sustaining teams. How we executed: *** Mapped precise skills (ML annotation pipelines, distributed