Sandbox to Production: Governance Pipelines for AI Experimentation

This document argues that federal AI sandboxes fail to deliver production capability because they lack structured governance pipelines—defined pathways for capabilities to exit experimentation and enter authorized deployment.

This paper presents a detailed examination of the challenges and solutions addressed by Sandbox to Production, providing actionable frameworks for organizations navigating the intersection of AI adoption and regulatory compliance.

Register or purchase to access the complete paper.

• Establishes a structured approach to sandbox that aligns technical implementation with federal compliance requirements.
• Demonstrates how Sandbox to Production concepts translate directly into measurable engineering controls and audit artifacts.
• Provides implementation patterns validated against real-world deployment constraints in regulated environments.
• Identifies critical gaps in current approaches and proposes concrete architectural solutions backed by operational evidence.