HM
Assurance monitoring

Risk Visibility

Continuous monitoring of operational controls, trust signals, and assurance evidence across AI initiatives.

Model controls
Healthy
91%
Data trust
Watch
74%
Policy exceptions
High
6
Audit evidence
Ready
83%

Control telemetry

Live assurance signals by operating-model layer.

Responsible AI controls
91%
Data quality and lineage
74%
Human oversight coverage
82%
Scaling readiness trend
68%

Risk watchlist

Customer Support GenAI drift

Response variance increased across APAC launch cohort.

Owner: AI Operations

Finance forecasting data lineage

Two upstream feeds missing approved ownership records.

Owner: Data Office

Vendor assurance evidence gap

Model provider attestation is overdue for legal review.

Owner: Procurement