Systems & receipts

Notes from running an AI ad manager on real ad accounts — the test designs, the kill/scale rules, and the numbers, good months and bad.

We replaced our freelance ad manager with an AI agent that runs every 4 hours

6 July 2026

The full architecture of an AI ad manager running real Meta ad accounts on a cron — what it decides each pass, what it's allowed to touch, and what we learned running it on our own money.