๐Ÿงญ AI Governance

AI Governance

Tools, frameworks, registers and playbooks for governing AI responsibly.

25 artifacts ยท 7 collections

Browse the AI Governance library

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Every resource authored by Dr. Vianney Chimezie โ€” AIGP ยท CGEIT ยท CIPP ยท CISA ยท CISM ยท CRISC. Full profile โ†’

Interactive Explorers 3

Self-contained interactive tools that run right in your browser.

Interactive Tool Interactive

AI Feature Launch Gate (Interactive)

An interactive launch-gate that walks an AI feature through the safety, governance, and readiness checks required before it ships.

Launch GateAssuranceGovernance
Interactive Tool Interactive

AI Lifecycle Tooling Library

A browsable library of tooling mapped across the AI lifecycle โ€” data, build, evaluation, deployment, and monitoring โ€” so teams can see what to use at each stage.

AI LifecycleToolingMLOps
Interactive Tool Interactive

AI Use-Case, Tooling & Governance Explorer

An interactive explorer that maps AI use cases to the tooling, controls, and governance guardrails each one needs โ€” from selection through deployment.

AI GovernanceUse CasesTooling

Financial Crimes AI Governance 5

Governance built for AI in anti-financial-crime programs.

Assessment Model ๐Ÿ”’ By request

Financial Crimes AI โ€” Cost-Benefit & ROI Model

$2,500 ยท includes walkthrough

A working model for quantifying the cost, benefit, and return on investment of AI initiatives across a financial-crimes program.

Financial CrimesROICost-Benefit
Playbook ๐Ÿ”’ By request

Financial Crimes AI โ€” Explainability & Auditability Playbook

$3,500 ยท includes walkthrough

A practical playbook for making financial-crimes AI models explainable and auditable to regulators, model-risk teams, and internal audit.

Financial CrimesExplainabilityAuditability
Framework ๐Ÿ”’ By request

Financial Crimes AI โ€” Model Governance Framework

$3,500 ยท includes walkthrough

A governance framework defining roles, controls, and review gates for AI models used across anti-financial-crime functions.

Financial CrimesModel GovernanceFramework
Register ๐Ÿ”’ By request

Financial Crimes AI โ€” Model Governance Pack

$3,500 ยท includes walkthrough

A ready-to-use workbook of model inventory, controls, and review tracking to operationalize governance for financial-crimes AI models.

Financial CrimesModel GovernanceControls
Framework ๐Ÿ”’ By request

Financial Crimes AI โ€” Use-Case Prioritization Roadmap

$2,500 ยท includes walkthrough

A structured roadmap for scoring and sequencing financial-crimes AI use cases by value, feasibility, and risk.

Financial CrimesPrioritizationRoadmap

Launch Gates & Assurance 3

Gates and checklists that decide when AI is ready to ship.

Register ๐Ÿ”’ By request

Aegis AI Audit Checklist

$3,500 ยท includes walkthrough

A comprehensive assurance checklist for auditing AI systems against governance, safety, and control expectations.

AuditAssuranceChecklist
Playbook ๐Ÿ”’ By request

AI Feature Launch Gate Playbook

$3,500 ยท includes walkthrough

The playbook behind the launch gate: the criteria, roles, and decision flow for approving an AI feature to go live.

Launch GatePlaybookAssurance
Register ๐Ÿ”’ By request

AI Feature Launch Gate Tracker

$2,500 ยท includes walkthrough

A tracking workbook to run features through the launch gate โ€” capturing checks, owners, decisions, and sign-off status.

Launch GateTrackerAssurance

Risk & Impact Management 7

Registers and models for tracking AI risk and real-world impact.

Register ๐Ÿ”’ By request

AI Risk Register

$3,900 ยท includes walkthrough

A reusable register for logging, scoring, and tracking AI risks with owners, mitigations, and residual-risk ratings.

โœฆ Includes 2 supporting resources
  • AI Risk Register โ€” How-To Guide
  • AI Risk Register โ€” White Paper
RiskRegisterGovernance
Guide ๐Ÿ”’ By request

AI Risk Register โ€” How-To Guide

A step-by-step guide to setting up and running the AI Risk Register: fields, scoring, ownership, and review cadence.

โœฆ Supplied with AI Risk Register

RiskHow-ToGuide
Briefing ๐Ÿ”’ By request

AI Risk Register โ€” White Paper

A white paper on why and how to run an AI risk register, and how it fits into a broader responsible-AI program.

โœฆ Supplied with AI Risk Register

RiskWhite PaperGovernance
Assessment Model ๐Ÿ”’ By request

Emerging AI Impact Assessment Model

$2,500 ยท includes walkthrough

A structured model for assessing the potential impact of emerging AI capabilities, with a companion write-up explaining how to apply it.

Impact AssessmentEmerging AI
Assessment Model ๐Ÿ”’ By request

Emerging Capability Preparedness Review

$2,500 ยท includes walkthrough

A review template for assessing organizational readiness to handle emerging AI capabilities and the risks they introduce.

Emerging CapabilitiesPreparedness
Framework ๐Ÿ”’ By request

Model Policy & Safety Review Crosswalk

$2,500 ยท includes walkthrough

A crosswalk mapping model policies to safety-review requirements, so teams can see how each policy is evidenced during review.

PolicySafety ReviewCrosswalk
Register ๐Ÿ”’ By request

Real-World Impact Monitoring Register

$2,500 ยท includes walkthrough

A register for monitoring the real-world impact of deployed AI โ€” capturing incidents, harms, benefits, and follow-up actions over time.

ImpactMonitoringRegister

Governance Operations 4

The operating layer โ€” councils, playbooks, and consultations.

Playbook ๐Ÿ”’ By request

AI Governance Playbook โ€” Financial Institution

$3,500 ยท includes walkthrough

An end-to-end AI governance playbook tailored to a financial institution's regulatory, risk, and model-governance context.

GovernancePlaybookFinancial Institution
Template ๐Ÿ”’ By request

AI Governance Playbook โ€” Master Template

$5,000 ยท includes walkthrough

A reusable master template for building an organization's AI governance playbook โ€” adapt the sections to your own context.

GovernancePlaybookTemplate
Playbook ๐Ÿ”’ By request

External Expert Consultation & Workshop Toolkit

$3,500 ยท includes walkthrough

A toolkit for running structured external-expert consultations and workshops โ€” planning, facilitation, and capturing findings.

GovernanceWorkshopConsultation
Briefing ๐Ÿ”’ By request

Responsible AI Council โ€” Briefing Pack

$2,000 ยท includes walkthrough

A ready-to-present briefing pack for a Responsible AI Council: mandate, agenda, decision rights, and standing reporting.

GovernanceCouncilBriefing

Industry: Oil & Gas 2

Sector-specific AI strategy and use cases.

Briefing ๐Ÿ”’ By request

Nigeria Oil & Gas โ€” AI Strategy Pitch

$5,000 ยท includes walkthrough

A strategy pitch for applying AI responsibly across Nigeria's oil & gas sector โ€” opportunities, value, and the governance to make it safe.

Oil & GasNigeriaAI Strategy
Guide ๐Ÿ”’ By request

Oil & Gas โ€” AI Use Cases

$5,000 ยท includes walkthrough

A catalogue of high-value AI use cases across the oil & gas value chain, with the governance considerations for each.

Oil & GasUse CasesIndustry

Reference 1

Study material and standards references.

Guide ๐Ÿ”’ By request

AI Standards Study Guide

$2,000 ยท includes walkthrough

A study guide covering the major AI standards and frameworks โ€” a reference for practitioners preparing for governance and assurance work.

AI StandardsStudy GuideReference