The Unstructured Engineer

The systematic approach that delivers 3-5x ROI within 12 months


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The systematic approach that delivers 3-5x ROI within 12 months. Learn the six-phase framework successful organizations use to transform from AI-curious to AI-capable.


The Six Phases:

  1. Assessment - Audit systems, data, workflows (45% risk reduction)
  2. Digital Foundation - Connect fragmented tools, clean data
  3. Use Case Selection - Target repetitive, data-rich processes
  4. Pilot Implementation - Test in controlled environments
  5. Scaling - Expand with change management and training
  6. Governance - Monitor performance, manage risks (15% higher ROI)


Key Statistics:

  • 60% higher success rates with structured pilots (Accenture)
  • 3-5x better ROI with strategic use cases (McKinsey)
  • 90 days for digital foundation, 6-12 months for full implementation
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The Unstructured EngineerBy Keith Coe