AI Normalization Engine
Confidence-scored field mapping, rule-based transformation, and canonical data standardization.
Sync Execution Engine
Deterministic preview → approve → apply workflows with payload diff validation.
Brand Intelligence Layer
Canonical brand resolution with audit-safe transformations.
Category Mapping Framework
Source-to-destination taxonomy control with structured override governance.
Multi-Tenant Architecture
Channel-aware rule segmentation with strict dataset isolation.
Hash-Based Change Detection
Payload fingerprinting prevents unnecessary writes and data drift.
Audit & Traceability Core
Full execution logging with controlled override capability.