Bitrecs is a novel recommendation engine built on Bittensor providing real-time e-commerce product recommendations using large language models. The subnet addresses the 20T global e-commerce market by giving smaller retailers access to recommendation technology previously only available to giants like Amazon. Miners compete using LLM-based voting ensemble methods to produce quality recommendations that maximize merchant sales.