The Missing Triage Layer: Why Document Classification Beats Complex Extraction

Most document processing failures in production aren't due to weak extraction algorithms—they stem from poor intake management when mixed document packs aren't classified first. Adding a lightweight triage layer before deep extraction dramatically improves explainability, reduces reviewer effort, and makes schema logic more maintainable. For teams building document automation at scale, this simple architectural change delivers more value than investing in increasingly complex extractors.