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AI Workslop

2026

The Verification Tax: Who Actually Pays for the AI Productivity Gain

AI booked the productivity gain. Somebody still has to check, correct, and defend the output — and the evidence says that bill is landing on the most careful and most junior workers. Here is who really pays for AI speed, and why October’s calibration systems are set up to reward the wrong person.

Infographic: The Verification Tax: Who Actually Pays for the AI Productivity Gain

AI booked the productivity gain. Somebody still has to check, correct, and defend the output — and the evidence says that bill is landing on the most careful and most junior workers. Here is who really pays for AI speed, and why October’s calibration systems are set up to reward the wrong person.