Major companies are turning AI-use into a monitored performance metric, creating a compliance regime that can shape promotions and job security. Discover how Amazon’s Clarity system tracks developers’ AI-tool usage against an 80% weekly benchmark and feeding results into reviews, as well as Forte’s AI adoption category, and the pressure on managers to boost results without headcount, amid large layoffs and rising AI infrastructure spending.

Similar mandates are described at Meta (AI-driven impact in reviews, badges and dashboards), Accenture (weekly login tracking tied to leadership), KPMG (AI objectives in reviews), and Microsoft (AI use no longer optional).

Surveys from Gallup and McKinsey show low worker usage, limited training, and leadership misdiagnosis of barriers, while research warns surveillance increases stress and reduces autonomy.

There's also the uneven impacts by age, gender, and geography, uncertain productivity gains, and Amazon’s internal tool Kiro causing outages yet being incentivized by metrics.

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