FRONTIERS / AI, democracy, and public voice

The Civic Machine

Larkhaven needs a transit decision. Residents submit priorities, an AI produces a shared statement, and the council must decide what that statement authorizes. As an independent reviewer, follow a fictional consultation through dated documents, competing explanations and exact response counts. Two real studies examine AI mediation and persuasion, helping you ask what was tested and which institutional claims remain open. Construct possible response tables, defend a route and process under a budget and access rule, then investigate a different institution. Agreement is the beginning of your inquiry. Your task is to make a precise finding and explain what could change it.

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Choose For fun / For class inside the activity. The same evidence and political problem remain available; class mode asks for the required responses. Save a local backup and a readable report before submitting through your course system.

Original political print collage showing public contributions, an assembly and transit-related civic spaces; decorative framing, not data or an answer. Includes the Frontiers Simulations logo and creator credit.

Preparation & pacing

Built-in explanations introduce the studies. For a seminar, use the reading companion before discussion. Familiarity with basic concepts helps; the readings make the research question explicit.

Self-contained inquiry for introductory students · No advance reading required · Work in class or across sessions; student completion time has not yet been measured.

What you investigate

The scholarship behind the case

AI can help humans find common ground in democratic deliberation

Michael Henry Tessler, Michiel A. Bakker, and colleagues · 2024 · Science

Original research ↗ (new tab)

Persuading voters using human–artificial intelligence dialogues

Hause Lin, Gabriela Czarnek, Benjamin Lewis, and colleagues · 2025 · Nature

Original research ↗ (new tab)

The reading companion introduces the studies and distinguishes their findings from the fictional case. Original articles retain their own copyright and access conditions. A programmed result is not a measured effect in the world.

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Access & permissions

This Possible States edition runs without student accounts or hosted class submissions. The study, decision, evidence and response tasks are retained. Your work stays on your device; a backup restores progress and a readable report can be submitted separately. Free educational use & licensing information →.

Created by Yoav Duman.