LLMs generally reply in a nondeterministic format; it does not always comply with the formatting instructions given. This is where controlled generation (structured output) comes into play, where you ask an LLM to reply to comply with a given schema. In this post, you will learn how to use Gemini over Vertex AI and controlled generation to get structured output that follows a schema on job listings to summarize and categorize them. Let's get going!