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AI for Core IT

Intelligent Data Integration: Unifying ERP, LIMS, and MES with AI

A
ANG Associates
Life Sciences & AI Consulting
Feb 2026 8 min read

The Data Silo Problem

Life Sciences companies operate SAP, Veeva, LabWare LIMS, Siemens MES, and dozens of specialized applications — each maintaining its own master data with inevitable inconsistencies.

AI-Powered Harmonization

ML entity resolution algorithms identify records across systems referring to the same entity despite different naming conventions. AI detects and resolves conflicts — duplicate materials, inconsistent batch genealogies — automatically.

Benefits

  • 90% reduction in manual data reconciliation
  • Single source of truth for regulatory submissions
  • Real-time cross-system data quality dashboards
  • Foundation for advanced analytics and AI
Data IntegrationERPLIMSMESMaster DataSAPVeevaEntity ResolutionData Quality

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