AI brand placement pipeline
At BENlabsSole engineer on a pipeline that turned a partner's raw feed into scored brand placements. Each row resolved to a brand, product and title, enriched with commercial and industry metadata; the attached video went through transcription, then multi-modal LLMs for grading and scene description. 600k+ files, 100k+ placements, roughly 90% agreement with a domain expert. It won Netflix's evaluation and brought them on as a client.