Research questionHow can organizations adopt generative AI when technical reliability, social risks, and governance lag behind?Organizations must weigh generative AI’s potential to improve productivity and innovation against unreliable outputs, ethical risks, and incomplete governance. These difficulties reflect a mismatch between rapidly changing technical capabilities and slower-adapting organizational and societal systems.