The Intelligent Enterprise — AI & ML in Content Management

Course Introduction

• Why AI in ECM Matters · Course Objectives · Learning Journey

Module 1: Foundations of AI & ML for ECM

• AI Terminology — AI · ML · Deep Learning · NLP · Generative AI · Agentic AI
• AI Across the ECM Lifecycle — Capture · Manage · Store · Preserve · Deliver
• Content Intelligence Maturity Model — Level 1: Manual → Level 5: Autonomous

Module 2: Intelligent Document Processing (IDP)

• OCR to IDP Evolution
• Six-Stage Pipeline — Ingestion · OCR Extraction · Classification · Data Extraction · Validation · Export
• Platforms — AWS Textract · Azure Form Recognizer · Google Document AI · ABBYY Vantage

Module 3: NLP & Enterprise Search

• Why Keyword Search Fails
• Core Techniques — Named Entity Recognition · Semantic Search · Query Intent · Knowledge Graphs
• NLP for Auto Metadata Enrichment — 47% faster retrieval

Module 4: Generative AI in Content Workflows

• LLMs for ECM — GPT-4o · Claude · Gemini
• RAG — Grounding AI in your content repository
• Applications — Summarisation · Metadata Generation · Conversational Search · Localisation

Module 5: Agentic AI & Autonomous Content Lifecycle

• Agentic AI Capabilities — Perception · Reasoning · Action · Collaboration
• Use Cases — Retention Enforcement · Intelligent Archiving · Event-Driven Workflows
• HITL Design — Tier 1: Automated · Tier 2: Notified · Tier 3: Approved

Module 6: AI-Powered Metadata & Taxonomy

• Metadata Quality Problem
• AI Auto-Classification — ML Tagging · NLP Extraction · Precision & Recall · F1 Score
• Taxonomy Design for AI Environments

Module 7: AI Governance, Risk & Compliance

• Regulatory Landscape — EU AI Act · GDPR · HIPAA · SOX · FCA/PRA
• Risk Categories — Prohibited · High-Risk · Limited · Minimal
• Governance Framework — Explainability · Bias Audits · Audit Trails · Deployment Checklist

Module 8: AI-Enabled ECM Platform Evaluation

• Platform Profiles — Microsoft 365 Copilot · OpenText xECM + Aviator · Hyland · M-Files
• Evaluation Scorecard — AI Depth · Integration · Governance · Scalability · TCO

Module 9: Industry-Specific AI ECM Use Cases

• Healthcare — Patient Records · HIPAA Automation · Clinical Trials
• Financial Services — Loan Processing · AML Investigation · Contract Lifecycle
• Legal — Contract Review · e-Discovery · Matter Management
• Insurance — Claims IDP · Policy Summarisation · Fraud Detection
• HR — CV Parsing · Employee Lifecycle · RAG Knowledge Base
• Manufacturing — Engineering Docs · Quality Records · Supplier Compliance

Module 10: ROI, Strategy & Change Management

• AI ROI Reality — 3.2× avg ROI · 35% cost reduction · $2.4M avg annual savings
• Business Case — Efficiency Gains · Error Reduction · Compliance Risk Value
• Crawl-Walk-Run Roadmap — Crawl: Pilot · Walk: Expand · Run: Scale
• Change Management — ADKAR · 6× better outcomes with structured change mgmt
• KPIs — Accuracy · Processing Efficiency · Adoption · Governance · Business Impact

Course Instructor

LearnECM Author