Report: Mapping LLM Tools for Public Discourse, Pluralism and Social Cohesion

In early 2025, more than 70 researchers and technologists were convened by Plurality Institute, Council on Technology & Social Cohesion, and Pro Social Design Network to share how they were leveraging LLMs to foster public discourse - and to imagine new LLM tools that could strengthen pluralism and social cohesion in our digital spaces.

As part of that convening, participants collectively built a map of existing LLM tools in order to reveal what work is being done and where opportunities lie - and to ultimately inspire researchers, technologists and philanthropists to explore new ways to create LLMs for public discourse. If you know another tool not included, please submit it here.

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Newsletter August 2026: Our work was featured on national media