Structuring Raw Documents Into Validated JSON Before Vector Database Ingestion
Validate extracted data before ingestion to prevent retrieval failures.
Marcus Delacroix-Whitfield
Section
Pipeline Architecture
13 stories in Pipeline Architecture.
Validating Extracted Document Data Before It Enters a RAG Pipeline
Extraction errors that enter the index become permanent evidence no model can repair.
Marcus Delacroix-Whitfield
Choosing a PDF Extraction API for RAG Pipeline Preprocessing
Extraction quality sets your RAG floor before the LLM ever sees the evidence.
Tariq Osei-Mensah
Why Garbage PDF Extraction Breaks RAG Retrieval Before It Starts
Reliable PDF extraction requires ground-truth testing and accuracy gates before any RAG indexing.
Marcus Delacroix-Whitfield
File Intake Architecture for High-Volume Document Pipelines
Silent failures in intake compound quietly across thousands of documents before anyone notices.
Lieselotte Brandt
Agentic Validation Layers in Document Extraction Pipelines
Agentic systems resolve extraction ambiguities themselves before routing documents to humans.
Tariq Osei-Mensah
Pre-Trained Versus Fine-Tuned Models in Document AI Pipelines
Pre-trained and fine-tuned models fail silently in production document work.
Marcus Delacroix-Whitfield
Three-Way Match Automation Pipeline for Accounts Payable
Automated extraction quality makes or breaks three-way matching accuracy.
Marcus Delacroix-Whitfield
Schema Mapping After Field Extraction
How to prevent undetected errors from corrupting data downstream.
Marcus Delacroix-Whitfield
Table Extraction From PDFs and Scanned Documents
PDFs store tables as positioned text, not data structures, making extraction fragile.
Lieselotte Brandt
Document Classification in Multi-Type Ingestion Pipelines
Multiple classification methods work best together, catching errors that single approaches miss.
Tariq Osei-Mensah
Table Extraction Techniques in Document AI Pipelines
Merges, nesting, and missing grids make tables the document AI problem most vendors don't solve.
Tariq Osei-Mensah
Document Preprocessing Stages Before OCR
Sequence matters more than technique in document preprocessing for OCR accuracy.
Tariq Osei-Mensah