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AI Model Inventory & Lifecycle Registry

Maintain an authoritative inventory of AI models, owners, use cases, deployment contexts, and lifecycle states.

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AI Risk Assessments

Evaluate risk on a defined cadence across key AI domains such as privacy, security, bias, data quality, and compliance, using standardized criteria and documented reviewer decisions.

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AI Performance Assessments

Assess ongoing model effectiveness through aggregate performance indicators and targeted AI signals such as drift, bias, quality, and more, with results reviewed against operational thresholds and remediation actions triggered when necessary.

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Governance Review & Decision Workflow

Enable structured review and approval decisions across the AI lifecycle, capturing documented outcomes, conditions, and rationale with end-to-end auditability.

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AI Issues, Findings & Remediation Tracking

Capture and manage issues identified through AI assessments or ongoing model operation, with clear ownership, tracked remediation actions, and documented evidence to closure.

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Dashboards for AI Governance Posture

Provide leadership visibility into model coverage, risk trends, exceptions, and readiness, and key model roles more specific dashboards that surface ownership, responsibilities, and assigned actions.

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How does SmartSuite help us inventory all AI systems in use?

SmartSuite provides a centralized AI model inventory that tracks ownership, use case, lifecycle status, and governance coverage.

Can we standardize risk and performance assessments across models?

Yes—SmartSuite supports configurable assessment templates, scoring logic, review workflows, and recurring re-assessment cycles.

Does SmartSuite support ongoing monitoring for AI performance indicators like drift and bias?

Yes—monitoring cycles, metrics tracking, and recurring assessments help detect issues early.

How does SmartSuite manage governance decisions and approvals?

Structured workflows support approval, conditional approval, exceptions, and decommission decisions with full audit trails.

Can we link AI models to controls, laws, and frameworks?

Yes—linked records connect models to risks, controls, obligations, and evidence for traceability.

How does SmartSuite manage issues and corrective actions?

Issues are tracked with owners, deadlines, remediation workflows, evidence collection, and closure validation.

What dashboards are available for executives?

Executives can view posture dashboards showing coverage, risk themes, exceptions, and readiness at any time.

Can the solution evolve as regulations change?

Yes—SmartSuite is configurable, allowing governance requirements to adapt without redesign.

Executives & Board Members

Provide oversight of enterprise risk posture, compliance readiness, and governance practices related to AI usage.

  • Benefit Statement:

SmartSuite delivers real-time dashboards showing AI governance posture, material risks, and compliance readiness for informed oversight.

  • Benefit Source:

Executive dashboards, exception reporting, risk summaries, and audit-ready evidence trails.

Executive Leadership
How They Use the AI Governance Suite:

Oversight

reviews posture, exceptions, and high-risk models.

Risk governance

monitors material risk themes and mitigation progress.

Reporting

receives board-ready summaries from live data.

Model Validators

Provides independent oversight of AI risk and performance assessments, reviews issues, and determines approval, conditional approval, or cancellation outcomes.

  • Benefit Statement:

SmartSuite enables consistent governance decisions with documented review workflows and traceable evidence.

  • Benefit Source:

Assessment workflows, reviewer decision logs, exception tracking, and dashboards.

Model Validators & Governance Leadership
How They Use the AI Governance Suite:

Governance reviews

approves, conditions, or cancels AI model use.

Risk oversight

monitors key AI risk and performance indicators, such as drift, bias, safety, security, and compliance signals.

Accountability

ensures remediation actions are completed and validated.

Risk & Compliance Teams

Monitor enterprise AI posture, identify systemic issues, and ensure alignment with applicable laws, regulations, and internal standards.

  • Benefit Statement:

SmartSuite provides a connected governance ecosystem linking models, risks, controls, obligations, and evidence.

  • Benefit Source:

Framework mapping, issue management, evidence tracking, and posture dashboards.

Model Validators & Governance Leadership
How They Use the AI Governance Suite:

Program monitoring

tracks coverage, exceptions, and governance maturity.

Compliance alignment

maps models to obligations, controls, and standards.

Systemic insight

identifies repeat issues and enterprise risk themes.

Model Owner

Maintains accountability for assigned AI models, completes required risk and performance assessments, and coordinates remediation activities.

  • Benefit Statement:

SmartSuite gives model owners a structured workflow for assessments, documentation, and ongoing monitoring.

  • Benefit Source:

Model registry, assessment templates, task routing, and remediation tracking.

Model Ownership & Business Leadership
How They Use the AI Governance Suite:

Assessment completion

submits required risk and performance evaluations.

Remediation ownership

tracks and closes issues with evidence.

Lifecycle management

maintains status, changes, and review readiness.

Business Owner

Ensures AI models align with business objectives and operational requirements, supporting decisions related to continued use or change.

  • Benefit Statement:

SmartSuite connects AI performance and risk to business outcomes and operational impact.

  • Benefit Source:

KPI dashboards, ownership workflows, and decision trails.

Model Ownership & Business Leadership
How They Use the AI Governance Suite:

Outcome alignment
monitors whether models meet operational expectations.

Decision support

evaluates trade-offs and approves ongoing use.

Accountability

ensures required governance steps are completed.

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