Bravo! Get Civly into the social sciences. Academia has wrestled with predictions, like forever. There is more control of the respondent pools but analyses and outcomes can be tricky or stretched beyond the findings. More important, deciding what variables should be included and studied would really benefit from AI, based on exhaustive review of relevant literature. I can see where an entire study could be framed by the structures you have outlined for supplementing polls' findings. Even though the trump administration has tried to decapitate research throughout the government and the schools, there is still good money to be found and a crew of eager researchers who want to improve how they do their work and what it means. Your updates on Civly are much appreciated. As usual, you are ahead of the curve.