Know how votersreact first.

Polls are snapshots; they tell you where sentiment sits, not how it moves. Machine Lattice builds a population that mirrors your electorate and has each agent react the way a person actually would — with reasoning, emotion, and a verdict — so you can see how a message, position, or outreach push lands across voter and donor cohorts before you commit to it.

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

01Which message moves undecided voters — and which hardens opposition?
02How will voters react if the candidate takes this policy position?
03Which cohorts and districts are most likely to actually turn out?
04Where should we concentrate mobilization for the most lift?
05Which appeal resonates with each donor segment?
Per-cohort reactions

How each voter and donor segment responds — in its own voice, not just a topline number.

Persuasion & resistance

Which messages move the undecided and which harden the opposition, quantified across the cohorts that decide the race.

Turnout & mobilization

Where engagement is most likely — and where outreach spend will actually move participation.

Decision report

A synthesis of the run with cohort behavior, scenario comparisons, and the risks worth watching.

BUILT ON · REAL PEOPLE

Representative voter and donor populations spanning age, income, region, partisanship, and turnout history.

Run this on your question.