Most organizations assume they can.
Few actually can.
AI Decisions Are Already Happening
Across operations, finance, customer service, and compliance, AI systems are influencing decisions every day.
But when those decisions are questioned, organizations often cannot answer basic questions:
- What system influenced the decision
- What inputs were used
- What configuration was active
- What output was produced
This Is the Decision Reconstruction Problem™
AI governance is not about what was intended.
It is about whether a decision can be reconstructed after it occurs.
If it cannot be reconstructed, it cannot be explained, defended, or governed.
The AI Decision Reconstruction Primer™
What they get:
A short, structured guide to help you:
• Identify AI-influenced decisions
• Apply the Decision Reconstruction Test™
• Map the Artifact Chain
• Recognize governance exposure
Who it’s for:
- Executives and Boards
- Fractional CIOs / CTOs / CFOs
- AI and Data Leaders
- Risk, Compliance, and Audit Teams
Start with One Decision
You don’t need to analyze everything.
You need to understand one decision clearly enough to reconstruct it.
Developed by Tom Staskiewicz
UPproach.ai
Truth Before It Costs Millions™