What your debrief deliverable looks like — your results will reflect your organization
Arrell Advisory
Governance Readiness
Debrief Summary
CONFIDENTIAL
DELIVERED WITHIN 48HRS
PREPARED FOR
Meridian Health Group
Emerging — Score: 14 / 32
14
of 32
Governance awareness exists but is fragmented. No consistent enforcement layer.
01 · Five-Layer Governance Analysis
Risk-Tiered Capability Boundaries
Constraint Encoding
Human-Authority Mechanisms
Behavioral Monitoring
Policy Versioning & Testing
Critical Gap · Highest Operational Risk
Constraint Encoding
Governance requirements exist in policy documents but are not structurally enforced at the deployment level. Teams can deploy AI systems without satisfying governance conditions — meaning governance competes with delivery timelines and loses.
02 · MPBP Phase Recommendation
Map ← Start here
Prioritize
Build
Pilot
Meridian Health Group should begin at the Map phase. Before any governance controls can be designed or enforced, your organization needs a complete inventory of AI systems currently in production — who owns them, what decisions they influence, and what data they touch.
Two of your five governance layers score below the threshold required to move directly to Prioritize. Attempting to tier use cases before completing the mapping phase will result in incomplete classification and governance gaps that compound over time.
03 · Priority Actions · 30-Day Window
01
Establish a deployment gate for new AI use cases
No new AI system should go live without a documented owner, use case description, and data classification. This requires no new tooling — it requires a decision that governance is a condition of deployment, not a review after the fact.
02
Conduct a 48-hour AI use case inventory
Identify every AI tool currently in use across your organization. Shadow AI is the most common source of unmanaged governance risk at the Emerging maturity tier.
03
Assign a governance accountability owner
Governance without a named accountable owner defaults to collective responsibility — which in practice means no responsibility. This does not require a new hire. It requires a decision.
SAMPLE
04 · Next Steps
Your layer scores and the gaps identified in this summary point to a clear starting point. The debrief session walks through each section in full — diagnosis, phase recommendation, priority actions, and a tailored next step scoped to your organization's size and deployment reality.
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Your full breakdown is in your debrief
Layer diagnosis · MPBP recommendation · Priority actions
Sample · Your results will reflect your organization