AI answers depend on who's asking · a research prototype
MODE A — SYNTHETIC INPUTS, NEVER SYNTHETIC OUTPUTS · MODE B — SYNTHETIC RESPONDENTS, UNCALIBRATED
1 · Population
2 · Group profiles (researched with live web grounding)
3 · Results (cold baseline vs in-context, one row per model)
4 · Population report
Prototype numbers are directional (1 repetition per run). API ≈ consumer app,
not identical — directionally real. Mode B outputs are LLM-simulated opinions,
uncalibrated in this prototype; the production rule is calibration against real
human panels. Brand presence is a text-match heuristic, not the validated coder.