Model Lifecycle Governance Dashboard
This dashboard provides a single point of control for managing model risks – including tiering, approvals, attestations, monitoring, and audits.
The dashboard enables transparent management of the entire model lifecycle: risk classification, control requirements, approvals, quality/security/cost monitoring, and auditing.
Attestations and Expiry Dates; Reminders for Renewals
The dashboard maintains a registry of models/versions, associated data, owners, and environments.
It tracks evaluation metrics and incident logs to provide comprehensive oversight.
Alerts: Expiring Attestations, Metric Regressions
The dashboard displays status updates, risk levels, and open actions.
It facilitates exports for audits and integrates with CI/CD pipelines via API/CLI.
Frequently asked questions
How do I add approvals and attestations, including electronic signatures?
The system allows you to add approvals and attestations, supports e-signature functionality, and maintains a change log for tracking revisions.
Can I connect monitoring for quality, latency, or cost?
Yes, you can integrate monitoring for various metrics like quality, latency, cost, and security to gain a holistic view of your models' performance.
Will I receive alerts for metric regressions or expiring attestations; is there a report?
The dashboard generates alerts when metric regressions or attestations expire, providing you with reports specifically designed for audit purposes.
What happens if controls are bypassed: is there a release blocker or automated gating?
The system incorporates a release blocker to prevent models with failed control checks from being deployed, and it supports automated gating mechanisms.
▶ Try it live
Everything above runs in your browser — open Dimensionality Reduction: PCA, t-SNE & UMAP and change the parameters while it is running. Nothing is installed, nothing is uploaded, the whole model lives in one tab.