Three ways to decide what to say

A campaign has written a few adverts about one policy. It can send one it believes in, test several and send the winner, or use personal data to send different people different messages. That last one is what "microtargeting" usually means.

Which moved opinion most? Tap them in order, best first.

Tap a card to place it. Tap it again to take it back.

All figures are published point estimates. Ranking task and both studies: Tappin, B.M. et al. (2023), PNAS 120(25), doi:10.1073/pnas.2216261120, Study 1 averaged over two policy issues and weighted by precision. GPT-4 arm: Hackenburg, K. and Margetts, H. (2024), PNAS 121(24), doi:10.1073/pnas.2403116121. Pooled personalisation estimate: Hackenburg, K. et al. (2025), Science 390(6777), doi:10.1126/science.aea3884.