Assembly reads hundreds of real sources — news, forums, social media — and simulates how real people will debate and decide on your question. No surveys. No guesswork. Tested against real-world polling data and accurate enough to matter.
See how it worksHundreds of AI agents with distinct real-world personas argue your question across multiple rounds — grounded in what people actually say online, not what they say in surveys.
Agents challenge each other, shift positions, and form emergent consensus. Watch opinions move in real time — or watch genuine disagreement hold firm.
Get a God's Eye View report — who ended up FOR, who stayed AGAINST, what argument was decisive, and where opinion is actually headed.
Same simulation core. Different use cases.
For campus decisions and public policy questions.
Any question where you need to know how people will really react — before you commit. Student proposals. Policy debates. Research questions. Community decisions. Free during beta.
Join the waitlistFor D2C brands launching products, pricing, or campaigns.
Pre-launch market simulation for D2C brands. Understand exactly who will buy, who won't, and why — before you spend the budget. The gap between what brands think customers want and what they actually want costs millions every year. Assembly closes that gap.
Remote work access is fundamentally a quality of life issue. Commuting costs alone consume 15% of average worker income.
Mandating remote work eliminates employer flexibility and ignores industries where physical presence is non-negotiable.
James raises a fair point on physical industries — but knowledge workers represent 40% of the workforce and have no such constraint.
Describe your decision. Add context — who's affected, what's at stake.
Assembly reads hundreds of real sources. Reddit. News. Reviews. Forums.
Agents are generated from real discourse. They debate across multiple rounds.
God's Eye View report: verdict, confidence, decisive arguments, predicted trajectory.