{"type":"video","version":"1.0","html":"<iframe src=\"https://www.loom.com/embed/f82cc412ed86454c88e10b8ee1910752\" frameborder=\"0\" width=\"1366\" height=\"1024\" webkitallowfullscreen mozallowfullscreen allowfullscreen></iframe>","height":1024,"width":1366,"provider_name":"Loom","provider_url":"https://www.loom.com","thumbnail_height":1024,"thumbnail_width":1366,"thumbnail_url":"https://cdn.loom.com/sessions/thumbnails/f82cc412ed86454c88e10b8ee1910752-d798901e0668afb3.gif","duration":297.862,"title":"Automated Amazon Product Roast Generator Demo 🎬","description":"Hi everyone, I am Sai Sathvik. In this Loom, I show my automated AI influencer list that generates a roast video from Amazon product data. I explain how I handle messy Amazon product layouts with a Melty APA fallback architecture so pipelines do not crash. The backend uses SERP APIK for deep Amazon scanning, a Grok LLM with Llama 3 style generation for the roast scripts, 11labs for high fidelity voice, and a movie pipeline for vehicle images. I built a Streamlit front end with a Generate video button, so you can try searching for products like watches and iPhones."}