The AI Credit Dilemma: Bots Getting Kudos While Humans Pay the Price

AI tools are being used in many jobs, but managers often credit the AI rather than the human who contributed, leading to delayed promotions and smaller raises. Studies show that disclosure of AI help can erode trust and reduce the perceived ownership of the worker, creating an “AI penalty.” Companies are experimenting with attribution schemes (e.g., IBM’s AI Attribution Toolkit, OpenHands tagging, Adidas’ outcome-based credit) and token-tracking, yet it’s hard to show how humans contributed. The result: workers may hide AI use or avoid it altogether, undermining initiative and accountability unless governance norms and fair credit practices emerge.