Synthetic consumer research
Predict purchase intent before launch.
Turn your concept into a five-point purchase-intent PMF, see which audiences respond best, and refine before you spend on ads.
8%Very unlikely
14%Unlikely
21%Mixed
35%Likely
22%Very likely
The research behind PaperPMF
LLMs Reproduce Human Purchase Intent via Semantic Similarity Elicitation of Likert Ratings
2026 research from PyMC Labs and Colgate-Palmolive.
- 90%
- of human test-retest reliability
- 57
- product surveys
- 9,300
- human responses
New diagnostic
Test your product against its market.
- 10-person free preview
- 100-person report + filters
- $24.99 once
The diagnostic sequence
From product concept to audience signal.
- 01Prepare the conceptNeutral stimulus
- 02Build the panelYour market
- 03Capture reactionsTwo samples each
- 04Compare intentPMF + filters