How can we best embed traceability and transparency into the aggregation/distillation process?

Research on elicitation inference methods for aggregating and understanding collective preferences from participant inputs.

An open-source platform for large-scale opinion gathering and analysis that complements lottery-selected citizen assemblies by expanding participation and enhancing deliberative processes. Polis integrates with assemblies through six strategies: topic selection, topic framing, epistemic diversity...

An AI-powered insights platform enabling organizations to conduct hybrid market research through live digital focus groups (up to 1,000 participants), asynchronous surveys (up to 5,000 participants), and video interviews at scale. Participants respond to questions and vote on each other’s answers...

A web-based platform that turns unstructured dialogue into actionable plans and policies in real time, enabling organizations to capture input from 2 to 5,000+ participants simultaneously through audio and text recording. Conversations are automatically transcribed and analyzed using AI, providin...

An AI-powered platform facilitating inclusive democratic dialogue through three stages: ‘Discuss’ (capturing conversations in-person, online, or hybrid with real-time transcription in 100+ languages); ‘Analyze’ (extracting key ideas, clustering themes, providing interactive visualization), and ‘R...

An AI-powered collective intelligence platform enabling organizations to gain insights from real-time conversations with hundreds or thousands of participants in less than one hour. The platform combines human dialogue with AI to extract meaningful insights, achieving results up to 333x faster th...

A nonprofit platform amplifying underheard voices through community conversations, following a three-step process: organizing small-group conversations with recorded stories, using human-led analysis supported by AI tools for sensemaking, and creating media outputs incorporating actual voices. Th...