THE EXCHANGE
SECTION 16
ISSUE 001
Synthetic Customer Panels
Projection: Retail simulation is becoming more data-grounded, while research still finds meaningful gaps in persona-aligned digital twins. Simulated segments should therefore sharpen hypotheses, not impersonate customers. Their value is demonstrated when they improve study design and subsequent interviews or experiments confirm the conclusions.
Why this idea is here
What the evidence establishes.
Source-backed premise: the cited captures establish data-grounded retail simulation and measured gaps in persona-aligned digital twins. Editorial projection: Research teams can use simulated segments to sharpen questions and explore scenarios before validating with real customers. The sources do not prove that outcome; the observable adoption test is whether research teams use simulated segments to improve studies whose conclusions are then validated with real customers.
Source ledger
Read the sources.
- S01Interaction-aware agent-based simulation of customer trajectories in retail stores
peer-reviewed primary research / published 2025-11-06 / retrieved 2026-07-09
- S02Can LLM Agents Simulate Customers to Evaluate Agentic Shopping Assistants?
human-subject research preprint / published 2025-09-25 / retrieved 2026-07-09