If AI Makes an Employee 3x More Productive, Should You Triple Their KPIs?
Greg_QU · reddit · 2026-08-18
An AI implementation consultant argues that once agents cut repetitive sales work to 30-40% of previous levels, management naturally wants to raise targets proportionally — but this exposes a flaw in traditional KPIs.
Key points:
- Classic metrics (calls made, emails sent, lines of code) assume human time is scarce. When generating 300 emails costs nearly nothing, action count stops proxying value; raising KPIs from 30 to 100 adds activity, not revenue.
- Jobs split into agent-delegable execution and human work: setting goals, handling ambiguity, high-stakes decisions, and accountability. Knowledge workers become managers of digital labor — e.g., a salesperson overseeing prospecting, research, outreach, meeting, and CRM agents.
- New core competencies: knowing when the agent is wrong, when to trust its output, and how to intervene. AI adoption is shifting from a technology problem to an organizational design problem.
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