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Rule Simulator

Replay rules on history before shipping a change.

Used for every autopilot change since Sep 2026
THE WORKFLOW AT A GLANCE3 steps
  1. 01

    Load 90 days of history

  2. 02

    Run strategies / failure modes / parameter sweeps

  3. 03

    Compare before/after counts and ROAS

The work it takes off your plate.

One threshold change grew a queue from 22 to 242 — discovered in production.

What you get

A 90-day simulation and a replay of real rule functions on historical ad sets.

TRIGGER

command

CONNECTIONS

BigQuery