PDF to Structured JSON for RAG and LLM Pipelines
Extracting PDFs correctly prevents silent corruption that degrades RAG and LLM retrieval quality.
Priya Subramaniam
Senior Editor & Analyst
Priya Subramaniam
Priya spent eight years as a solutions architect at a mid-size enterprise software firm before pivoting to independent research and writing focused on intelligent automation and document processing pipelines. Her coverage emphasizes architectural tradeoffs and the classification frameworks that practitioners actually use in production.
4 stories
Pre-Trained Document AI Models vs Custom-Trained Extractors
Pre-trained models excel on standard documents.
Priya Subramaniam
Continuous Learning From Corrections in Document AI Systems
Turning human corrections into training data improves extraction accuracy where it matters most.
Priya Subramaniam
Document Classification in IDP Pipelines
Misclassification cascades undetected through downstream stages and corrupts data silently.
Priya Subramaniam