Key Takeway

Baseline LLMs can simulate consumers’ WTP for existing features in a specific product category but need fine-tuning with prior human results to accurately simulate response to new features in that category. Simulating demographic differences may require separate models. Fine-tuning may not improve LLMs ability to extrapolate to unrelated product categories.