Control 2.3: Change Management and Release Planning
Control ID: 2.3 Pillar: Management Regulatory Reference: FINRA 4511, SOX 404, GLBA 501(b), SEC 17a-4 Last UI Verified: January 2026 Governance Levels: Baseline / Recommended / Regulated Last Verified: 2026-02-03
Agent 365 Architecture Update
Agent 365 standardizes change management across agent platforms through consistent promotion gates and approval workflows. This replaces per-platform approval processes with a unified lifecycle, supporting SOX 302 change management controls. See Unified Agent Governance for promotion gate configuration.
Objective
Establish structured governance over all modifications to AI agents through controlled, documented, and approved change processes. This includes promotions between governance zones, configuration changes, version updates, and rollback procedures.
Why This Matters for FSI
- FINRA 4511: Requires records of all business activities - change records provide audit trail of AI system modifications
- SOX 404: Internal control assessment - change management demonstrates IT control effectiveness
- GLBA 501(b): Administrative safeguards - controlled changes protect customer information systems
- SEC 17a-4: Record preservation - change records retained per regulatory requirements
Control Description
This control requires that modifications to AI agents be controlled, documented, and approved before deployment. Power Platform provides ALM (Application Lifecycle Management) pipelines for automated, governed deployments with version tracking and rollback capabilities. Approval workflows can be implemented through Power Automate integration with the pipeline deployment process.
Approval Gates Implementation
Power Platform ALM pipelines provide the deployment framework with built-in version tracking and rollback. Approval gates are implemented by integrating Power Automate approval workflows that trigger before pipeline stages execute. This integration requires custom configuration using the OnApprovalStarted trigger rather than built-in approval gate functionality.
Terminology Update: Delegated Deployments
Pipeline approvals are now documented by Microsoft as "delegated deployments", reflecting the model where deployment authority is delegated to specific approvers at each pipeline stage. When referencing Microsoft Learn documentation, search for "delegated deployments" in addition to "pipeline approvals" for current guidance.
Native vs. Pipeline Approval Workflows
Agent approval requirements differ based on deployment method:
| Deployment Method | Approval Mechanism | Configuration |
|---|---|---|
| Copilot Studio native publish | Built-in publishing approval workflow | Agent settings > Approval (requires admin enablement) |
| Solution-packaged agents via ALM pipelines | Custom Power Automate approval | OnApprovalStarted trigger integration |
Copilot Studio Native Approvals: Copilot Studio includes a built-in approval workflow that requires designated approvers to authorize agent publishing. This is configured per-agent in agent settings and does not require custom Power Automate development.
ALM Pipeline Approvals: When agents are packaged as solutions and deployed via ALM pipelines, approval gates require custom Power Automate configuration using the OnApprovalStarted trigger. This approach provides more flexibility but requires development effort.
FSI Recommendation: Use native Copilot Studio approvals for Zone 2 agents with straightforward approval chains. Use ALM pipeline approvals for Zone 3 agents requiring multi-stage deployments with CAB review.
| Capability | Description | Implementation | FSI Relevance |
|---|---|---|---|
| ALM Pipelines | Automated solution deployment | Built-in | Controlled promotion |
| Solution Versioning | Track agent versions | Built-in | Audit trail |
| Approval Workflows | Gate deployments | Power Automate integration (custom) | Compliance enforcement |
| Rollback Capability | Revert failed changes | Built-in | Business continuity |
Key Configuration Points
- Enable ALM pipelines for Zone 2 (recommended) and Zone 3 (required) agents
- Implement approval workflows using Power Automate to integrate with pipeline stages (custom configuration required per governance zone: Manager for Zone 2, CAB + Compliance for Zone 3)
- Implement solution versioning using semantic format: [Major].[Minor].[Patch]+[Config]-[Environment]
- Create configuration snapshots before any agent modification
- Define rollback procedures with clear decision authority matrix
- Maintain audit trail of all change requests, approvals, and deployments
Zone-Specific Requirements
| Zone | Requirement | Rationale |
|---|---|---|
| Zone 1 (Personal) | Basic change documentation recommended; pipelines optional | Low risk, personal use |
| Zone 2 (Team) | Pipelines recommended; manager approval; configuration snapshots required | Shared agents increase accountability requirements |
| Zone 3 (Enterprise) | Pipelines required; CAB + Compliance approval; 48-hour review period; tested rollback | Customer-facing, highest regulatory examination risk |
Emergency Change Procedures
The standard 48-hour CAB review period may be compressed for emergency situations:
| Emergency Type | Approval Path | Review Window | Post-Action Requirement |
|---|---|---|---|
| Security vulnerability (CVSS ≥7.0) | Security Admin + CISO | Immediate | Post-implementation CAB review within 72 hours |
| Regulatory mandate | Compliance Officer + CCO | 4 hours | Documentation within 24 hours |
| Customer-impacting production issue | AI Governance Lead | 2 hours | Root cause analysis within 48 hours |
Rollback Authority: Security Admin, Compliance Officer, and AI Governance Lead have authority to initiate immediate rollback without pre-approval. Post-rollback documentation required within 24 hours.
Cross-reference: Control 2.4 (Business Continuity and Disaster Recovery) for incident response SLAs.
Roles & Responsibilities
| Role | Responsibility |
|---|---|
| Power Platform Admin | Configure pipelines, manage deployments, target environment setup |
| AI Governance Lead | Define approval workflows, change classification criteria |
| Compliance Officer | Approve Zone 3 changes, verify regulatory requirements met |
| Security Admin | Security review for major changes, rollback authority |
Related Controls
| Control | Relationship |
|---|---|
| 2.1 - Managed Environments | Target environments must be Managed |
| 2.5 - Testing and Validation | Testing requirements for deployments |
| 2.15 - Environment Routing | Environment placement for agents |
| 3.1 - Agent Inventory | Version tracking in registry |
Advanced Implementation: Platform Change Governance
For operationalizing Microsoft Message Center changes with structured governance workflows, see Platform Change Governance.
Advanced Implementation: Pipeline Governance Cleanup
Organizations with existing personal pipelines that need cleanup before enforcing centralized ALM governance should refer to the Pipeline Governance Cleanup Solution in the FSI-AgentGov-Solutions repository. The solution provides discovery, owner notification, controlled cleanup, custom host enforcement, and ongoing compliance monitoring.
February 2026 Pipeline Deadline
Starting February 2026, Microsoft will automatically enable Managed Environments for all pipeline target environments. Organizations using deployment pipelines should review Control 2.1: Managed Environments for licensing implications and required actions.
Advanced Implementation: Environment Lifecycle Management
For treating environment provisioning as a controlled change with approval workflows, audit trails, and baseline configuration, see Environment Lifecycle Management.
Implementation Playbooks
Step-by-Step Implementation
This control has detailed playbooks for implementation, automation, testing, and troubleshooting:
- Portal Walkthrough — Step-by-step portal configuration
- PowerShell Setup — Automation scripts
- Verification & Testing — Test cases and evidence collection
- Troubleshooting — Common issues and resolutions
Verification Criteria
Confirm control effectiveness by verifying:
- ALM pipelines are configured for all Zone 2-3 agents
- Approval workflows (via Power Automate integration) are functioning and blocking unauthorized deployments
- All changes are documented with change ID, justification, and approvals
- Rollback procedure can restore previous version within defined SLA
- Audit trail captures complete change history for regulatory examination
- Configuration snapshots exist for all Zone 2-3 agents
Additional Resources
- Microsoft Learn: Overview of Pipelines
- Microsoft Learn: Set Up Pipelines
- Microsoft Learn: Run Pipelines
- Microsoft Learn: Solution Concepts
Agent 365 Blueprint Deployment (Preview)
Preview Notice
Microsoft Agent 365 SDK and Agent Essentials are in limited preview (Frontier program). Verify feature availability and GA timelines before implementing production controls dependent on these capabilities. Expect changes before general availability.
Agent 365 introduces a 3-phase deployment blueprint that complements Power Platform ALM:
- Design → Build → Deploy lifecycle with governance gates at each transition
- Blueprint registration provides formal change documentation for audit trail
- Promotion between phases requires approval workflows
Blueprint Promotion Workflow:
| Phase Transition | Approval Required | Change Documentation |
|---|---|---|
| Design → Build | Technical review (Zone 2), Architecture review (Zone 3) | Requirements sign-off, data source declaration |
| Build → Deploy | QA sign-off, Security review | Test results, security scan results |
| Deploy → Production | Business owner + Compliance (Zone 3) | UAT sign-off, rollback plan |
Integration with Power Platform ALM:
For agents built in Copilot Studio and registered via Blueprint:
- Solution Export - Export Copilot Studio agent as solution
- Blueprint Registration - Register solution in Agent 365 Blueprint
- Pipeline Deployment - Use ALM pipelines with Blueprint phase gates
- Promotion Approval - Blueprint promotion triggers ALM approval workflow
Change Record Requirements:
Each Blueprint promotion must include:
- Change ID (linked to ALM pipeline run)
- Business justification
- Approval chain with timestamps
- Rollback reference (previous Blueprint version)
-
Test evidence (linked to Control 2.5)
-
Microsoft Learn: Agent 365 Blueprint (Preview) - 3-phase deployment framework for agent change management
Updated: January 2026 | Version: v1.2 | UI Verification Status: Current