Test the messagebefore the market does.

Pressure-test positioning, campaigns, and messaging across real demographic cohorts — and see who it lands with, who it loses, and why.

Every launch sends a message to people you've never met. Machine Lattice builds a population that looks like your real audience and has each agent react the way a person actually would — with reasoning, emotion, and a verdict — so you learn what resonates before you spend the budget.

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

01How does this tagline land across age and income groups?
02Which of three positioning angles drives the most intent?
03Does this campaign alienate any segment we care about?
04What objections will this announcement trigger?
05Which message actually moves the undecided?
Representative reactions

Verbatim responses in your audience's own voice — not aggregate scores, but what individual people would actually say.

Sentiment themes

What's resonating and what's falling flat, surfaced and ranked across the whole population.

Cohort breakdowns

How the message lands segment by segment, so you see exactly who you're winning and who you're losing.

Drivers & objections

The specific arguments that win people over — and the ones that push them away.

BUILT ON · REAL PEOPLE

Nationally representative demographic populations — age, income, region, household, and lifestyle.

Run this on your question.