Traceable & Explainable Retrieval
Provides reasoning-driven retrieval with clear page and section-level references, ensuring transparency and auditability.
No Vector Database Required
Eliminates the need for vector databases and their associated infrastructure overhead.
No Chunking
Preserves full document context by organizing content into natural sections rather than artificial chunks.
No Top-K Limitation
Retrieves all relevant passages rather than limiting results to a fixed number.
Human-like Retrieval
Simulates how human experts navigate and extract knowledge from complex documents.
No Time-to-First-Token Delay
Retrieval occurs during generation time, allowing immediate response streaming without waiting for a separate retrieval phase.