Seeing Is Not Perceiving: When Synthetic Consumers Can and Cannot Pretest Visual Marketing

Yi-Lin Tsai, Yung-Hsiu, Lai

Marketers now deploy generative AI agents as synthetic consumers to pretest visual assets such as logos, packaging, and advertising at a fraction of human-panel cost. However, this…