Insight / Enterprise AI
Why AI Pilots Fail to Reach Production
Ownership, evaluation and operating model before the demo fades.
Published: Sept 2026
Author: AkonnAI
Reading Time: 6 min read
Demos are easy. Production needs owners, evaluation, security review and an operating model that lasts after the pilot team moves on. This brief covers the common failure points and the controls that help teams ship.
Key takeaways
- •Assign a business owner and technical owner before the pilot starts.
- •Define success metrics, evaluation checks and rollback criteria early.
- •Treat security, data access and change management as delivery work, not afterthoughts.
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