Stanford study: Selling AI as a productivity tool makes employees resist it
StanfordHAI · x · 2026-10-14
Stanford HAI's Arvind Karunakaran, with UVA's Roshni Raveendhran and Dartmouth's Tami Kim, studied AI rollouts at a law firm, an ad agency, and an IT services firm. Two divisions at the same firm got the same tool: the manager who pitched it as a way to work faster saw resistance, while the one who asked paralegals what they'd rather spend time on saw real engagement.
- Framing AI as a productivity tool consistently reduces employee adoption; framing it as job enrichment motivates workers to explore — but only if managers follow through with time and resources.
- Context: organizational AI adoption jumped from 55% in 2023 to 88% two years later, yet employee sentiment remains mixed, making rollout strategy the deciding factor.
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