WITHOUT NEXUS: - Manual data collection from scattered sources - Format each document by hand into Q&A pairs - No consistent structure or validation - Weeks of prep work before training starts - Data scattered across systems - No versioning or quality control - Repeat entire process for each training cycle
WITH NEXUS: - Structured data already exists in KB/Context/Documents - Auto-export from all environments via training_helper - Hierarchical, tagged, validated data - Hours of prep work (automated) - Centralized, searchable, organized - Full versioning and audit trail - Delta exports for continuous training
NEXUS ADVANTAGE: - KB hierarchy = clean training structure - Documents already parsed and organized - Context provides Q&A pairs natively - Track shows workflows and patterns - Graph shows relationships between concepts - Temporal data shows what's current vs outdated