Future Enhancements
Capabilities a production version of this concept could offer. These are future possibilities — none of them are implemented in this POC.
The current POC demonstrates the core concept. These are potential future extensions if the capability proves valuable.
AI recommends. Human decides.
AI never makes final governance decisions. It can surface evidence, suggest findings, and propose recommendations, but accountability and approval stay with people.
Human Oversight & Governance
Human-in-the-Loop Approval
AI provides findings and recommendations; designated governance stakeholders review, approve, reject, or request further action. Final governance decisions always remain with people.
Future — not in POCStage Gate Integration
Integrate governance outcomes with existing project stage-gate processes and decision points.
Future — not in POCDocument & Knowledge Management
Document Versioning
Maintain awareness of artefact versions so an assessment is tied to the version assessed. See which version was reviewed, when, whether a newer version exists, and whether a reassessment is appropriate.
Future — not in POCPotential SharePoint Integration
A possible future connection to an approved SharePoint library for browsing folders, selecting project artefacts, and respecting metadata, access permissions, and latest versions.
Future — not in POCEvidence-Level Traceability
Link findings back to source sections, pages, and excerpts so reviewers can verify AI conclusions against original evidence.
Future — not in POCIntelligence & Automation
Automated Policy / Control Mapping
Automatically map framework policies to internal controls and external standards, highlighting overlaps and unmapped obligations.
Future — not in POCContinuous Governance Monitoring
Re-assess projects as artefacts change, alerting owners when new document versions introduce compliance drift.
Future — not in POCAdvanced Risk Analytics
Portfolio-level dashboards showing compliance trends, recurring gap themes, and risk concentration across programmes and frameworks.
Future — not in POCAutomated Mitigation Tracking
Turn recommended actions into owned, dated tasks and track them through to verified closure with reminders and escalation.
Future — not in POCEnterprise Reporting & Assurance
Enterprise Audit & Reporting
Advanced assessment and decision history, audit exports, reporting, and portfolio-level insights.
Future — not in POCConcept: document versioning flow
A future version could track which artefact version was assessed, when, and whether a newer version needs review.