Agents / Model Risk Management

Validation Case Agent

ConfidentialAgent preparedLimited riskGovernance · BU Restricted · 58 runs / 30d

Assembles the validation pack for Model Risk Management and the reviewer pack for every access and activation decision: check results, benchmark and challenger comparison, lineage, licence position and precedent from similar decisions, with a recommendation and its basis. A named validator decides, and the decision is recorded against them.

Governs the Alliance AI platform

Agent preparedAll governance agents →

An agent gathers the evidence, applies the rule, scores the case and recommends an outcome. A named human decides and the decision is recorded against them.

Acts for
Model Risk & Governance
Action class
advisory
Decisions / 30d
58
Overturned by a human
7%

Processes covered

  • Validation pack assembly
  • Model approval recommendation
  • Confidential access recommendation
  • Workflow activation and promotion recommendation

Stages:Request & entitleBuild & validateDeploy & integrate

Memory

Retains decision precedent for 7 years, matching the Bank's model inventory retention.

Safe state

Withholds the recommendation and presents the raw evidence when the check report is incomplete or precedent lookup fails.

Reviewer time per case: 40 min with this agent, 360 without.

Ownership and sensitivity

Owned by

Group Risk ManagementModel Risk Management

Accountable owner: Dr. Kavitha Subramaniam

Who approves access

  1. Owner, Model Risk Management, Dr. Kavitha Subramaniam
Confidential

Business-sensitive. Models and data products scoped to named business units.

Entitlement per business unit, approved by the owner; conditions attach.

Tools

  • Check-report reader
  • Dataplex lineage graph
  • Licence and entitlement registry
  • Decision precedent index
  • Validation-pack writer

Data access scope

  • Read-only: check reports, manifests, lineage, licence terms, prior validation opinions
  • Write: validation pack and recommendation, clearly marked as agent-prepared
  • Cannot write an approval decision

Guardrails

  • Recommends only; the approval field is writable by a named Model Risk validator alone
  • Every recommendation lists the precedent cases it relied on
  • Where the check report has a flag, the recommendation cannot be 'approve' without conditions

Human-in-the-loop

  • A Model Risk Management validator signs every model approval
  • A named approver decides every Confidential access request

Orchestration

Trigger / IntakeLLM Orchestratorpolicy-rag-copilotCheck-report readerDataplex lineage graphLicence and entitlement reg…Decision precedent indexHumansign-off

Every tool call is scoped by the declared data access above; the orchestrator cannot reach systems outside it. Owning business unit: Group Data & AI.

Live demo run

Watch the agent execute a real scenario step by step, every tool call, validation, and human checkpoint is traced and auditable. Typical run: ~5.3s.

Used in workflows

Retiring this asset would require these chains to be re-pointed first.

Audit

Updated 2026-07-30. Run traces retained 24 months for audit under the platform governance policy.

Community · 1 thread

Questions, findings and requests from the business units that use this asset. Owners reply here; threads with upvotes surface to the owning team's inbox.

What goes in the validation pack for a Tier 1 credit model?

Dr. Kavitha Subramaniam · Group Risk Management · Model Risk & Governance · 2 days ago

For teams submitting credit models: the case agent now builds the pack for Model Risk Management from the registry. For Tier 1 it expects fairness results by the protected and proxy attributes we agreed, an override policy, champion–challenger results and reason codes for adverse outcomes. Missing items block the submission rather than bouncing back later. #ModelRisk #Validation