Bek identifies three signals that a task is ripe for autopilot disruption: “One, the company has accepted that this work can be done externally. Two, there’s an existing budget line that can be substituted cleanly. Three, the buyer is already purchasing an outcome.” The critical distinction: “Replacing an outsourcing contract with an AI-native services provider is a vendor swap. Replacing headcount is a reorg.”
The playbook maps verticals on two axes — intelligence-to-judgement ratio and outsourced-to-insourced ratio — producing a priority matrix. Insurance brokerage ($140-200B), accounting ($50-80B), healthcare billing ($50-80B), and recruitment ($200B+) all score high on both. The accounting case is especially telling: the US has lost roughly 340,000 accountants over five years while 75% of CPAs are nearing retirement, creating structural supply collapse that accelerates AI acceptance. This connects to Technology transitions create more of the 'dying' thing, not less: the “dying” profession paradoxically grows in total work volume even as human practitioners decline — AI fills the gap, not replaces the demand.