target audience: TECH BUYER  Publication date: Feb 2023 - Document type: IDC Perspective - Doc  Document number: # US50403423

Deep Automation: CIO Lessons Learned During a Large-Scale Manufacturing Project

By:  Robert Multhaup Loading

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Table of Contents


  • Executive Snapshot

    • Figure: Executive Snapshot: Deep Automation — CIO Lessons Learned During a Large-Scale Manufacturing Project

  • Situation Overview

    • Teaching "Knowledge" to Machines

    • Figure: Collective Intelligence Model Data Source

    • Figure: Overview of Collective Intelligence Model

    • Automating Decision Making at the Speed of Light

    • Figure: Defining the Problem to Solve

    • Figure: The Causal Model Process Flow Making Best Decisions

    • Figure: Business Impact Results of Touchless Order Optimization

    • Transforming the Model into a Business Companion and a Strong UI

    • Figure: User Interface Tracking Escalated Orders

    • Addressing Deep Automation Management Challenges

  • Advice for the Technology Buyer

    • Design a Small, Highly Focused Deep Automation Project Requiring Deep SME Knowledge

    • Capture the Knowledge and Cause-and-Effect Relationships to Support the Business Hypothesis

    • Design the Model UI to Ensure It Operates as a Highly Productive Business Companion

    • Design a Change Management Plan to Determine How Causal Models Can Become a Competitive Differentiator

  • Learn More

    • Related Research

    • Synopsis