Most teams draw the line between human and AI work by importance or seniority, and get it wrong. This piece argues for two duller tests — measurability and reversibility — and lays out three zones: work humans lead, work AI leads under explicit authorization, and the joint research zone where neither side is reliable alone.
While millions of organizations are rushing to deploy AI tools, most are falling into the “deployment trap”—layering new technology over outdated workflows. This article argues that successful AI integration is not a technology upgrade, but a fundamental organizational reinvention. By exploring the real reasons companies resist restructuring and highlighting three proven patterns of AI workflow redesign (flattening, role bifurcation, and internal deployment), this piece provides a strategic blueprint for leaders.
