Data Governance & AI Fusion Solution

Functional Overview

Provides a data governance base and AI empowerment layer, achieving full-link coverage from master data management, metadata lineage, data quality to AI intelligent collection, intelligent verification, and predictive models. Supports scenario applications such as financial management reports, marketing insights, and production quality. The technical architecture adopts lakehouse integration + low-code BI + microservices containerization.

Customer Pain Points

  • Multiple subsidiaries and multiple systems create data silos, with inconsistent coding and poor data quality.
  • High regulatory compliance requirements (GMP, GSP, etc.), manual verification is time-consuming and error-prone.
  • Business decisions lack data support; financial consolidation, sales analysis, etc. are handled manually.

Solution Advantages

  • Data governance base: Master Data Management (MDM) unifies coding and automatically distributes; metadata and data lineage provide field-level traceability; data quality rule engine + AI anomaly detection, with automatic work order closed-loop for issues.
  • AI empowerment layer: OCR+IDP recognizes invoices, inspection reports, and contracts; NLP parses regulatory clauses, automatically comparing production batch records with SOPs; sales forecasting, inventory optimization, and equipment failure warning models.
  • Scenario applications: Financial management reports (Excel-style reporting → automatic consolidation → multi-dimensional analysis, supporting IFRS/CAS dual standards); business insights (hospital/pharmacy sales penetration, representative behavior analysis, compliance risk scoring); production quality (electronic batch records, deviation root cause analysis, CAPA intelligent recommendations).
  • Technical architecture: Lakehouse integration (DWS+MRS real-time data warehouse, 1-billion-record second-level queries); low-code BI (drag-and-drop self-service analysis); microservices + containerization (50+ subsidiaries of the group independently deployed and uniformly operated).

Architecture Diagram

Architecture Diagram