What are the best standardized models for 'in-person' (in real world or online) facilitators to follow as they collate and record views of participants?

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

Introduces ‘Generative Collective Intelligence (CI)’ through Collective Response Systems that enable groups with differing viewpoints to collaboratively answer questions or make decisions using a generative voting mechanism where both voting choices and what gets voted on emerge from participatio...

Addresses the fundamental challenge in voting theory that designing voting rules satisfying all desirable properties is impossible, exploring this through “smoothed analysis” that introduces small random perturbations to votes. The paper provides simple sufficient conditions for smoothed-satisfac...

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 cloud-based civic engagement platform connecting governments with citizens for collaborative problem-solving through idea generation and balanced deliberation where citizens add supporting or opposing points. The platform’s structure minimizes toxic interactions by requiring standalone countera...

A free and open-source platform helping citizens, organizations, and public institutions self-organize democratically at every scale through strategic planning, assembly coordination, citizen initiatives, participatory budgeting, and networked dialogue. The platform ensures transparency, traceabi...

A behavioral science platform gathering frontline insights through AI-assisted research methods via multiple channels including WhatsApp audio-notes and AI interviews across 15+ languages. The platform transforms narratives into structured, credible data through researcher-led, tech-supported ana...

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...