Write UGC ad scripts from viral ad patterns

A button on a UGC Ad record in Airtable calls the webhook with the product and record ids. The workflow marks the record as running, then pulls the product, its brand assets and the analyzed viral ads for that product type from the earlier workflow.

An OpenAI model writes a set of short micro-scripts, each 8 seconds or less, that chain into one ad of the requested length. It can search a Pinecone index of past viral ads for hook, pacing and CTA patterns. It also writes a short ICP, a video setting and a B-roll shot plan. Everything is saved to the UGC Ad record, ready for the video workflow.