video1.0<iframe src="https://www.loom.com/embed/f82cc412ed86454c88e10b8ee1910752" frameborder="0" width="1366" height="1024" webkitallowfullscreen mozallowfullscreen allowfullscreen></iframe>10241366Loomhttps://www.loom.com10241366https://cdn.loom.com/sessions/thumbnails/f82cc412ed86454c88e10b8ee1910752-d798901e0668afb3.gif297.862Hi 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.