Experts Warn Corporate AI Adoption Driven by Herd Mentality

Industry experts and academics warn that corporate AI adoption is currently driven by a herd mentality and inflated expectations rather than strategic value. While 98% of Fortune 1000 and global organizations are increasing AI investments, data from the 2025 Data and AI Leadership Exchange survey shows only 18% report high measurable business value. This gap is further evidenced by research from the Massachusetts Institute of Technology, which found that 95% of disclosed AI initiatives yielded no return on investment between January and June 2025.

Joe Peppard of University College Dublin argues that standalone AI strategies are a distraction. He suggests that companies should focus on organizational reimagining and data foundations rather than appointing chief AI officers to solve technical issues. He maintains that becoming a great company does not result from simply deploying AI.

Critiques of the technology itself also persist. Gary Marcus, professor emeritus at New York University, characterized the release of OpenAI Inc.'s GPT-5 as underwhelming. He stated the model was marketed as artificial general intelligence but failed to provide the quantum leap many expected.