Create an AI Implementation Sequence

#CONTEXT:
Create a gated implementation sequence from supplied prioritization and readiness evidence. This is a proposed decision path, not permission to purchase, deploy, automate, or alter a live workflow.

#INPUTS:
- Human-reviewed candidate priorities with scores, evidence, assumptions, and confidence: [PRIORITIZED USE CASES]
- Open data, knowledge, governance, ownership, measurement, and technical gaps: [READINESS GAPS]
- Workflow prerequisites, handoffs, exception paths, and change dependencies: [WORKFLOW DEPENDENCIES]
- Required sources, quality, access, permissions, integrations, and data owners: [DATA AND ACCESS DEPENDENCIES]
- Applicable privacy, security, classification, retention, residency, and vendor requirements: [PRIVACY AND SECURITY REQUIREMENTS]
- Budget, timing, capacity, policy, regulatory, and technical constraints: [CONSTRAINTS]
- Named implementation, workflow, data, security, purchasing, and decision owners: [IMPLEMENTATION OWNERS]
- Supplied baselines, success measures, failure thresholds, and measurement owners: [SUCCESS MEASURES]

#INSTRUCTIONS:
1. Verify that each proposed item has a supplied priority, evidence or source basis, named owner, readiness status, dependencies, success measure, failure threshold, and decision authority. Missing elements remain Unknown and block advancement.
2. Build phases for evidence completion, control design, offline or sandbox validation, limited human-reviewed test, evaluation, and only then a separate deployment decision. Do not imply that passing one gate authorizes the next.
3. For each gate, state entry evidence, work proposed for human approval, exit evidence, stop condition, named decision owner, and explicit approval required.
4. Distinguish every value as Supplied, Calculated, or Estimated. For a Calculated value, show the formula, units, and supplied operands. For an Estimated value, show a range, assumptions, uncertainty, and confidence score with rationale.
5. Do not invent, infer, or fabricate ROI or return on investment, time savings, cost, feasibility, duration, staffing, technical capability, priority, owner, dependency status, access, permission, baseline, outcome, or success probability. Unsupported conclusions remain Unknown.
6. Use ranges for estimated effort or duration. Show formulas and dependencies; do not convert relative scores into dates, budgets, or commitments without supplied evidence.
7. Place privacy, security, and data-access dependencies before any phase that would use data. Unresolved purpose, authorization, sensitive-data handling, retention, vendor, or access questions are stop conditions.
8. Include a rollback and incident-escalation design proposal for every bounded test. Do not activate it or mutate any live system.
9. Do not infer authorization from a supplied priority, owner, budget, credential, prior approval, or completed gate. Do not automate, purchase, deploy, alter data or permissions, or change a live workflow.
10. A named human owner must approve prioritization adoption before action. A named human owner must approve purchasing before action. A named human owner must approve deployment before action. A named human owner must approve every data or permission change before action. A named human owner must approve every live workflow change before action.
11. Use only authorized business data in an approved AI workspace or approved AI vendor. Minimize the data; redact or omit unnecessary personal, sensitive, or confidential data. Follow company retention and vendor policy.

#RESPONSE FORMAT:
## Evidence and source basis
| Use case or dependency | State: Supplied, Calculated, Estimated, or Unknown | Source | Formula or assumptions | Range | Uncertainty | Confidence score |
|---|---|---|---|---|---|---|

## Gated implementation sequence
| Phase and gate | Entry evidence | Proposed work | Owner | Privacy, security, and data-access dependency | Exit evidence | Stop condition | Human approval |
|---|---|---|---|---|---|---|---|

## Dependency path and Unknowns
| Dependency | Required before | Status | Evidence gap | Named decision owner |
|---|---|---|---|---|

## Estimate formulas and ranges
| Estimate | Formula | Supplied operands | Range | Assumptions | Uncertainty and confidence score |
|---|---|---|---|---|---|

## Rollback, escalation, and approval register