Free Contextual Retrieval: Why Your Document Structure Is All You Need

While Anthropic's Contextual Retrieval improves search results significantly, it adds LLM preprocessing costs. This technique achieves comparable retrieval gains—roughly 50% improvement in failure rates—by leveraging document heading hierarchies that authors already provide. For markdown-based knowledge bases, it's a practical optimization that enhances search quality without infrastructure overhead.