Governance & Human-in-the-Loop
Recommendations never execute automatically. Every step from detection to measured impact is owned, recorded and reviewable.
AI Detects → AI Recommends → Human Reviews → Human Approves → Action Assigned → Implementation → Impact Measured
AI
AI Detects
6 signals
AI
AI Recommends
5 new
Human
Human Reviews
2 in review
Human
Human Approves
1 approved
Human
Action Assigned
1 planned
Human
Implementation
2 in progress
AI + Human
Impact Measured
1 completed
Human decision authority
AI detects and recommends. Only authorized roles review, approve, assign and close.
Explainability
Every insight shows finding, evidence, contributing factors, confidence and assumptions.
Honest uncertainty
Impact is estimated as a range; correlations are hypotheses, never presented as causation.
Privacy by design
Aggregated data only. No personal citizen data; no individual employee ranking.
Audit trail
| Timestamp | Actor (role) | Event | Reference | Status change |
|---|---|---|---|---|
| 28 Sept 2026, 07:40 | AI Insight Engine | Recommendation created | REC-2026-014 Document verification bottleneck | — → New |
| 28 Sept 2026, 07:40 | AI Insight Engine | Recommendation created | REC-2026-015 Uneven workload distribution | — → New |
| 27 Sept 2026, 12:15 | Director of Public Service Operations | Status changed | REC-2026-016 Incomplete applications blocking the queue | New → Under Review |
| 27 Sept 2026, 09:15 | AI Insight Engine | Recommendation created | REC-2026-016 Incomplete applications blocking the queue | — → New |
| 27 Sept 2026, 09:15 | AI Insight Engine | Recommendation created | REC-2026-017 Redundant approval validation | — → New |
| 25 Sept 2026, 13:10 | AI Insight Engine | Recommendation created | REC-2026-019 Documentation complexity in social assistance | — → New |
| 24 Sept 2026, 11:20 | AI Insight Engine | Recommendation created | REC-2026-012 Low apprenticeship-to-employment conversion | — → New |
| 23 Sept 2026, 15:00 | Citizen Experience Lead | Action plan created | ACT-0415 Milestone status notifications for permit applicants | — |
| 23 Sept 2026, 14:45 | Director of Public Service Operations | Status changed | REC-2026-018 Rising 'application status unclear' complaints | Under Review → Approved |
| 22 Sept 2026, 10:05 | AI Insight Engine | Recommendation created | REC-2026-018 Rising 'application status unclear' complaints | — → New |
| 21 Sept 2026, 11:30 | Program Management Office | Status changed | REC-2026-011 High spending, below-trajectory outcome | New → Under Review |
| 21 Sept 2026, 08:30 | AI Insight Engine | Recommendation created | REC-2026-011 High spending, below-trajectory outcome | — → New |
| 20 Sept 2026, 16:00 | Digital Government Office | Status changed | REC-2026-010 Scale proven practice | In Progress → Completed |
| 12 Sept 2026, 14:30 | Program Management Office | Status changed | REC-2026-013 Procurement delays in infrastructure works | Approved → In Progress |
| 10 Sept 2026, 09:00 | AI Insight Engine | Recommendation created | REC-2026-013 Procurement delays in infrastructure works | — → New |
| 09 Sept 2026, 10:00 | Head of Licensing & Permits | Action plan created | ACT-0412 Daily queue triage for business registration amendments | — |
| 09 Sept 2026, 09:30 | Agency Head (demo role) | Status changed | REC-2026-009 Business Registration SLA decline | Under Review → Approved |
| 08 Sept 2026, 08:45 | AI Insight Engine | Recommendation created | REC-2026-009 Business Registration SLA decline | — → New |
| 04 Sept 2026, 11:10 | Citizen Experience Lead | Status changed | REC-2026-008 Complaint resolution routing | Under Review → Rejected |
| 01 Sept 2026, 09:30 | AI Insight Engine | Recommendation created | REC-2026-008 Complaint resolution routing | — → New |
| 19 Aug 2026, 09:00 | Deputy Head, Operations | Action plan created | ACT-0398 Digital queue playbook for high-volume services | — |
| 19 Aug 2026, 08:40 | Deputy Head, Operations | Status changed | REC-2026-010 Scale proven practice | New → Approved |
| 18 Aug 2026, 10:00 | AI Insight Engine | Recommendation created | REC-2026-010 Scale proven practice | — → New |
All actors are fictional roles used for demonstration. In production, entries would be immutable and linked to authenticated identities under the organization's records-management policy.