Accuracy vs. Latency vs. Cost Tradeoffs in Document Extraction APIs
Why accuracy, latency, and cost can't all be optimized together in document extraction.
Callum Ferris
Section
Infrastructure vs. Models
7 stories in Infrastructure vs. Models.
Semantic Chunking for Document RAG Pipelines
Bad chunk boundaries tank RAG accuracy more than model choice.
Callum Ferris
Model Selection Tradeoffs in Document AI Infrastructure
System architecture determines which model matters, not benchmark scores alone.
Priya Subramaniam
Reading Order Reconstruction in Complex Document Layouts
Graph-based methods beat geometric sorting on complex document layouts.
Callum Ferris
Document Splitting Strategy for Long and Composite Documents
Breaking documents into logical parts prevents extraction errors downstream.
Callum Ferris
Document Parsing System Architecture for AI Agent Pipelines
Fixing parsing errors early prevents silent failures downstream in agent systems.
Tomáš Hrubeš
Why Vision Language Models Are Not Enough for Production Document Extraction
Hallucinations that pass validation checks pose bigger risks than raw accuracy metrics reveal.
Adaeze Nwofor