What it is
A use-centric model governance platform that manages both “models” and “model uses” (including calculators and decision tools that influence outcomes), across the full lifecycle.
Core capabilities
• Inventory and taxonomy
– Register models, uses, data sources, and dependencies; classify by business line, risk tier, methodology, and materiality
– Linkages across models, overlays, and upstream/downstream systems for full lineage
• Lifecycle workflow
– Intake, scoping/materiality, development/changes, validation and independent review, approvals/sign-offs, periodic reviews, retirement
– Role-based tasks, SLAs, and email/Slack notifications
• Evidence & documentation
– Centralized evidence vault for data dictionaries, test plans, validation reports, and sign-offs
– Auto-generated inventory sheets, validation calendars, change logs, and governance packets
• Monitoring & KRIs
– Thresholds for stability, discrimination, calibration, and drift; challenger/benchmark tracking
– Issue management with root-cause, remediation plans, and effectiveness verification
• Use-centric dashboards
– Executive oversight (heatmaps, upcoming validations, open issues)
– Model owner and validator views (tests due, monitoring breaches, approvals pending)
– Audit trail with immutable change history
• Integrations
– Databricks (MLflow/Unity Catalog), GitHub/Bitbucket, Snowflake/Redshift/BigQuery/Azure SQL, Power BI/QuickSight/Tableau
– Webhooks and REST APIs for metadata sync, status updates, and automated evidence ingestion
Security & controls
• Role-based permissions, least-privilege
• Field-level change history and exportable audit logs
Outcomes
• Examiner-ready governance with clear link from model > use > decision impact
• Faster validations and clean handoffs between development, validation, and audit
• Fewer blind spots via dependency mapping and documented overlays
Call to action
Request a ModelSight walkthrough and see use-centric governance in action.
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