The ad engine that pays for itself every month.
An end‑to‑end AI UGC video pipeline producing paid‑social creative for a seven‑figure DTC brand.
$45,000/MO in attributed ad revenue.
Paid social eats creative.
On Meta, even winning ads fatigue in weeks, and the brands that scale are the ones that out‑test everyone else. The traditional supply chain for UGC creative — brief a creator, negotiate, wait days for delivery, pay per video plus usage rights — caps testing velocity at whatever your production budget survives.
The client, a seven‑figure DTC brand, needed variant volume that creator logistics could never deliver: more hooks, more angles, faster iteration on winners — without scaling headcount or creator spend in lockstep with ad spend.
Brief in. Ad-ready variants out.
Brand inputs — the product, the offer, and the brand’s winning ads — feed an AI script engine that generates hook‑and‑angle variants. Every AI output in this system returns strict JSON with a confidence flag, and a validation gate routes it deterministically: valid output flows to AI video generation and fans out into N variants per brief; malformed output lands in a human review queue with an alert. Fixed items re‑enter the pipeline. Nothing drops silently, and every HTTP node retries three times before escalating.
This sheet shows the architecture, not the implementation. The prompt systems, scoring logic, and template libraries ship only to clients.
A system, not a stack of scripts.
The delivered system covers the full path from idea to live ad: a brief‑intake flow the team fills in minutes, the script engine, the video generation pipeline, variant fan‑out, the review queue, and automated delivery into the brand’s ad workspace. Handover included training — configuration lives in files the client’s team edits themselves, no developer required.
All of it.
The workflows, the automations, the accounts the system runs on — everything is transferred at handover, together with detailed documentation and a video walkthrough of how to use the system. The pipeline runs on the client’s own subscriptions; we hold no keys and charge no license. If we disappeared tomorrow, the engine keeps running.
Want an ad engine like this on your operation?
Thirty minutes. We look at your creative pipeline, tell you honestly what's worth automating — and what isn't — and you leave with a map either way.