Prompt Surface Optimization is the practice of structuring content—headings, definitions, schema, and semantic chunking—to maximize its retrievability, relevance, and citation likelihood within large language model (LLM) outputs. PSO replaces traditional keyword-centric SEO with embedding alignment and prompt-shaped formatting to ensure content becomes the definitive response to AI-driven queries.