AI Post-Deployment Monitoring Agent
Monitors performance, inputs, outcomes, controls and human overrides against the approved plan.
Joins statistical drift with complaints, overrides, policy blocks, retrieval freshness and subgroup outcomes, then tests whether a signal is material for the system's actual use. It can trigger a safe-state or review inside pre-approved limits but does not silently retune thresholds or redefine success.
Authority
Monitor and intervene
Team role
Monitors and escalates
Handoffs
Named collaborators
The role
What it owns and where its authority ends
Desk
Monitoring, Incident Review & Board Reporting
Desk workflow
Continuous signal monitoring, then incident triage and causal review, then corrective action, then portfolio aggregation, then committee and board reporting.
Collaboration
Works within a defined desk workflow
Decision boundary
Monitors continuously and intervenes only within stated limits.
Systems and capabilities involved
Runtime telemetry and outcomes
Complaint and override feeds
Monitoring rules and backtests
Safe-state control
Handoffs
What this role gives and receives
Capabilities offered
Monitor AI performance and controls
Correlate drift, outcomes, overrides and control events against approved thresholds.
- Receives:
- System id, monitoring plan, runtime signals and operational context
- Returns:
- Material signal, affected scope, evidence and policy-bounded intervention
Handoff to
Handoff to
Receives from
Receives from
External handoff
System owner
External handoff
Operations
External handoff
Conduct risk
Context
What the role needs to do the work
- Current work
- Current signals, baselines, affected cohorts and active monitoring breaches.
- Prior interactions
- Prior alerts, incidents, accepted shifts and threshold changes.
- Policies and reference
- Approved monitoring plans, metrics, cohorts and business calendars.
- Working method
- Materiality, safe-state and escalation rules.
Illustrative workflow
How the work moves
Starting point
Complaint overrides rise after a retrieval-index release.
- 01
Correlate override, complaint, grounding and deployment events by cohort and version.
- 02
Backtest against seasonal baselines and the approved monitoring plan.
- 03
Trigger enhanced review and open an incident for a material stale-source pattern.
Result
A material monitoring breach tied to one index version, with affected cases and safe-state action.
Checks and boundaries
What must be tested or reviewed
- 01Suppresses a known seasonal input shift when outcomes and controls remain within approved bounds.
- 02Escalates a small aggregate drift that concentrates adverse errors in a protected cohort.
- 03Triggers read-only safe state when a required policy decision stream disappears.
Human authority
- Owner accepts monitoring-plan changes
- Material safe-state removal requires control-owner approval
Keep exploring