What to do: To fine-tune LLMs to evaluate relevance and align model judgments with user behavior, to implement low-latency reranking, filtering and signal computation in production, to build automated monitoring pipelines and agentic systems to detect degradations and recommend fixes.

о provides a product discovery platform (search, recommendations and much more) as a service for e-commerce. Among clients: Sephora, Petco, home24, Birkenstock.