Know how the message landsbefore you launch.

Machine Lattice builds a population that mirrors your real audience and has each agent react the way a person would — with reasoning, emotion, and a verdict. You see who it lands with, who it loses, and why.

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

01How will customers react to a 15% price increase?
02Which subscription tier or membership perk wins people over?
03How does each segment respond to this product at launch?
04Will this resonate in a new market or demographic we're expanding into?
05What's driving churn — and which retention offer wins people back?
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.