Use this when
AI is entering a workflow and leaders need consistent autonomy, escalation, and sign-off boundaries.
Advanced practitioner depth
Layer 01 · Ownership · Identity & Incentives
Decision Classification System
Executive summary
Classify every AI-involved decision by tier before autonomy, escalation, or sign-off rules are set. This advanced practitioner guide places that work inside Identity & Incentives. It helps leaders turn a broad concern into a specific operating decision without treating the topic as a stand-alone transformation. Use the detailed model below to clarify the current state, make trade-offs visible, and assign ownership for the next move. Apply it when AI is entering a workflow and leaders need consistent autonomy, escalation, and sign-off boundaries. The practical result is a classified decision inventory with a human authority rule for each decision type. Keep that output connected to adjacent layers so upstream constraints remain visible and downstream execution can show whether the design is working.
Practical output
Leave with a classified decision inventory with a human authority rule for each decision type.
Detailed model
How to apply decision classification system
Use the practitioner material below after the executive orientation establishes the job, trigger, and expected output.
Decision Tiers
Classify what AI can execute, recommend, draft, or only inform.
The Decision Classification Register is a living artifact maintained by accountable humans and reviewed quarterly.
Tier 1
AI Executes, Human Audits
Low-stakes, high-volume, high-confidence workflows where AI owns execution and a human owns the system.
- - Support ticket routing
- - Lead scoring
- - Expense categorization
- - Dataset anomaly flags
Tier 2
AI Recommends, Human Decides
Moderate-stakes decisions where AI does analytical work but humans synthesize context and make the call.
- - Churn response action
- - Territory allocation
- - Market sizing approval
- - Campaign budget allocation
Tier 3
AI Drafts, Human Approves and Signs
High-stakes or externally-facing work where AI accelerates drafting but a human deliberately signs the output.
- - Contracts
- - External legal communications
- - Board recommendations
- - Production merge approvals
Tier 4
Human Decides, AI Informs
Highest-stakes, strategic, irreversible, or ethically sensitive decisions where AI may inform but never primarily drive.
- - Market entry or exit
- - Restructuring
- - Acquisitions
- - Livelihood or dignity decisions
Register Examples
Every consequential AI workflow needs a tier and a named owner.
Lead scoring and routingTier 1VP Revenue Operations
Churn risk response actionTier 2Director Customer Success
Customer contract renewal termsTier 3Account Manager + Legal
Market expansion decisionTier 4CEO + Board
Campaign budget allocationTier 2VP Marketing
Architecture decision recordTier 4Staff Engineer / CTO
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Return to the layer or apply this topic to the operating model.
The layer overview restores context. The recommended action turns this practitioner model into the next piece of work.