
Midjourney AI prompt by GCO

FIGURE 1
Comparison of brand selection results across types of brands between data from real and synthetic respondents

FIGURE 2
Comparison of brand attitudes across types of brands between data from real and synthetic respondents

Midjourney AI prompt by GCO

FIGURE 3
Brand attitude distributions, comparing real responses with synthetic data generated via direct Likert-scale elicitation and semantic similarity rating