Ship token decisionswith evidence.

Model how real wallet cohorts would react to a token, governance, or incentive decision — before it's on-chain and irreversible.

On-chain decisions are public, permanent, and reflexive. Machine Lattice builds populations of agents grounded in real wallet behavior — how they actually trade, hold, provide liquidity, govern, and react under stress across market cycles — and runs your scenario past them, so you see the likely response before you commit it on-chain.

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

01How do LPs react if we turn on a fee switch?
02Who claims, holds, or dumps this airdrop?
03Will this proposal pass — and who defects?
04How does an emissions change affect retention?
05Which cohorts leave first under a stress event?
Per-cohort reactions

How each wallet segment responds — from long-term holders to mercenary capital — in its own voice.

Support & defection

Who's with you and who walks, quantified across the cohorts that decide the outcome.

Sentiment & objections

The arguments shaping the result, and the concerns most likely to drive defection.

Decision report

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

BUILT ON · ON-CHAIN

Populations grounded in real on-chain wallet behavior observed across multiple market cycles.

Run this on your question.