Model the publicreaction first.

Surveys and focus groups are slow, expensive, and hard to iterate on. Machine Lattice samples a population grounded in representative demographic data and runs your scenario past every agent — returning distributions, segment breakdowns, and the reasoning behind them, fast enough to test many versions in a single afternoon.

Ask in plain language. Each question becomes a scenario every agent in the population reacts to.

01How would households react to a 9% utility price increase?
02Which groups support or oppose this policy, and why?
03What participation rate will this subsidy actually reach?
04Who benefits — and who's left out — by this program design?
05Which public-health message actually changes behavior?
Population-level results

Support, neutral, and oppose shares across the whole population — the headline number you came for.

Segment analysis

Reaction broken down by the demographics that matter, so you can see exactly where a change bites.

Reasoning & drivers

The why behind each position — the considerations and trade-offs people weigh on their way to a verdict.

Decision report

A written synthesis with the headline finding, confidence, and an honest account of what it doesn't predict.

BUILT ON · REAL PEOPLE

Representative demographic populations spanning age, income, household, region, and circumstance.

Run this on your question.