Companies say this software is necessary to accurately track hours and prevent workers from cheating, which, in this case, means using AI, something all data companies strictly forbid. The ground truth of verified human expertise is what they’re selling, and when AI trains on AI-generated data, it gradually degrades, a phenomenon researchers call “model collapse.” Employees of data companies say it is a constant battle to screen out AI slop. For workers, AI is a particular temptation as pressure increases. When the retail expert trying to stump models with analytics dashboards had her target time dropped from eight hours per task to five to three and a half, she turned off Insightful and sought outside help. “To be honest, I went into Copilot and ChatGPT and put my prompt in there and said, ‘How can I work this so you guys can’t answer it?’” Then she went to another chatbot and asked if the prompt sounded AI generated and, if so, to make it sound more human.
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