Document Workflows
Logistics Document Processing for Automated Freight Operations
Document processing determines how much freight automation actually works.
Priya Subramaniam10 min read
The Document Agent
Extraction Evals
Multi-Column PDF and Table Extraction Accuracy Across Leading APIs
Geometry, not model quality, determines whether PDF table extraction actually works in production.
Marcus Lien
· 10 min read
Changelog
Document Workflows
Clinical Document Processing for AI-Assisted Prior Authorization
Extraction errors at the document layer cause cascading PA denials downstream.
Tobias Krenn10 min read
Document Workflows
Vision Model Approaches to Healthcare Document Processing at Scale
Vision models solve layout and context problems that break traditional document processing.
Celeste Okafor10 min read
Document Workflows
Invoice and Purchase Order Extraction for Accounts Payable Automation
Extraction errors at intake undermine every downstream AP automation step.
Tobias Krenn10 min read
Extraction Evals
Ground Truth Dataset Construction for Document Extraction Tasks
How hidden choices in building ground truth datasets mask the real causes of extraction failures.
Priya Subramaniam10 min read
Extraction Evals
Error Analysis for Low-Accuracy Document Extraction Fields
Four structural causes drive extraction failures on fields that business workflows depend on.
Marcus Lien11 min read
Extraction Evals
Field-Level Accuracy Metrics for Structured Document Extraction
Vendors mix four different metrics into one accuracy claim, causing pipelines to fail in production.
Marcus Lien10 min read
Extraction Evals
Confidence Scoring Architecture for Document Extraction Models
Understanding three layers reveals why confidence scores don't mean what they appear to.
Celeste Okafor10 min read
Extraction Evals
Benchmarking Document Extraction Accuracy on Production Document Sets
Real-world documents reveal why benchmark accuracy scores collapse once models enter production.
Tobias Krenn9 min read
Agent Pipeline
Idempotent Document Processing in Distributed Pipeline Architectures
Document pipelines need idempotency engineered separately at each processing stage.
Marcus Lien13 min read
Agent Pipeline
Async Document Processing APIs and Webhook Reliability Patterns
Document extraction needs different reliability patterns than payment webhooks.
Marcus Lien12 min read
