Instant basic discovery via XML parsing (seconds) with optional deep research pipeline (minutes to hours) - users get immediate value with selective depth
Stateless Worker Architecture
Database-driven job orchestration with horizontal scaling, complete observability, and graceful error recovery for reliable document processing
Intelligent Data Extraction
Machine-readable XML for 100% accuracy, hash-based deduplication, and semantic chunking with RAG-based chat for comprehensive company research
Mono-Repo Development
TypeScript frontend and Python workers with shared database schema, automated type generation, and coordinated deployments via single Git workflow
Cost-Optimized Processing
SI XML eliminates OCR costs for basic data, selective deep research only when needed, and smart caching strategy with 7-day freshness
Enterprise-Ready Architecture
Multi-tenant organization support, role-based access control, comprehensive audit trails, and monitoring across four functional database schemas