The Seven Failure Modes of Gen AI Pilots

Understanding the critical breakpoints in the pilot-to-production funnel

MIT research reveals a sobering truth: 95% of AI projects fail to reach production, resulting in wasted resources and missed opportunities.

But why? Where exactly do AI pilots break down?

The journey from idea to production deployment involves five critical stages:

Ideation → Pilot Development → Pilot Testing → Production Hardening → Production

This white paper maps the seven failure modes to specific stages and transitions, helping you understand where your initiatives are most vulnerable.

Who This Is For

Essential reading for leaders evaluating their current AI initiatives:

  • CIOs navigating AI transformation roadmaps
  • Chief Data Officers responsible for AI strategy and execution
  • VP/Directors of Innovation championing Gen AI initiatives
  • Enterprise Architects designing scalable AI solutions
  • Digital Transformation Leaders driving organizational change
  • Technology Consultants advising clients on AI adoption

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