A plain-language definition of what “coordination time” includes (handoffs, re-explaining context, internal meetings and messages, waiting, and looping in stakeholders)
Why software upgrades and AI automation often improve surface metrics while the coordination burden stays flat or gets worse
The most common AI failures in customer ops, and why many are coordination failures (lost context, misroutes, extra coordination work)
What the top 14% did differently to lower the tax, reduce coordination-related burnout, and reduce customer-facing coordination failures