Executive Briefing
AI Pilot Purgatory: How to Achieve 340% ROI in 90 Days
Your organization is running AI pilots. Some are in year two. None have scaled. This briefing explains why — and what to do about it in the next 90 days.
91%
of AI pilots never reach production scale
$280K
average cost of a failed enterprise AI pilot
340%
average ROI when governance is installed first
Key Briefing Insights
Organizations with 3+ AI pilots and no governance framework have a 91% failure-to-scale rate.
The average enterprise AI pilot costs $280,000 and delivers zero production-scale value.
340% ROI in 90 days is not a miracle — it is what happens when you install governance before deploying AI.
The single most predictive factor for AI ROI is not model quality — it is organizational readiness.
Pilot purgatory is not a technology problem. It is a governance and architecture problem.
Organizations that establish AI governance before scaling pilots are 4x more likely to achieve board-approved ROI targets.
The 90-Day Governance-First Framework
Days 1–30
Governance Architecture
- AI risk classification
- Accountability model
- ISO 42001 gap analysis
Days 31–60
Pilot Triage
- Identify scalable pilots
- Kill unscalable initiatives
- Align to business outcomes
Days 61–90
Scale & Report
- Production deployment
- Board-level ROI reporting
- 340% target validation
Ready to Install AI Governance?
The AI Governance program delivers ISO 42001-compliant governance in 90 days.
See the Program