Ambition is not the constraint. Most AI programs stall between proof of concept and production — on data readiness, control, and ownership.
Most
enterprise AI pilots never reach production at scale
Data
readiness — not model access — isthe dominant blocker
Control
regulated industries need auditableAI decisions from day one
Ownership
value stalls where no operatingmodel assigns accountability