Unpaid, unacknowledged administrative labor—such as manually fixing software errors, formatting generated text, or double-checking automated data entries—shifted onto workers.

Borrowed from sociologist Ivan Illich. It exposes the dirty secret of automation: claiming 100% time savings while employees quietly spend hours fixing broken AI outputs behind the scenes.

• Automation Illusion Cover: Exposing how "automated" software relies on human workers manually correcting output errors.
• Unmeasured Labor: Glossing over the hours employees spend proofreading generated summaries.
• House-Cleaning Reality: Like buying a robot vacuum and spending two hours cleaning hair out of its brushes every day.

Modern Times (1930s) scene where Charlie Chaplin performs frantic manual adjustments on assembly line machinery to keep automated production moving.

Uncounted manual time spent by employees fixing errors or formatting work generated by automated tools.

“Our goal is to eliminate shadow work by automating document error correction.”

“Our staff was spending two hours every afternoon manually fixing spreadsheet formatting errors produced by our automated software.”