EvalCommunity AI Governance Toolkit — AI Risk, Ethics & Governance Tools for M&E

EvalCommunity AI Governance Toolkit

A comprehensive workspace for assessing AI risks, governance, fairness, and trustworthiness in monitoring, evaluation, and development programs — including a searchable directory of 140+ global AI governance institutions, standards bodies, and regulatory authorities.

Why AI Governance Matters

Unchecked AI systems can reproduce discrimination, violate privacy, and produce unreliable outputs. Structured governance frameworks help organizations identify and mitigate these risks before deployment.

Trustworthy AI Evaluation

This toolkit operationalizes 126 trustworthy AI metrics alongside ethics assessments, RACI matrices, red teaming planners, and a global governance institutions directory — all in one browser-based workspace.

Ten Integrated Tools

From a Security & Ethics Risk Checker to a Global AI Governance Map of 140+ institutions — every governance function for M&E and development professionals, no account or installation required.

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Download the PDF Toolkit Overview 9-page visual summary of all 10 tools · 126 AI metrics · 140+ global governance institutions · Shareable & print-ready
Download PDF Overview
🔍 New to AI governance in M&E? Build your conceptual foundation first — explore the EvalCommunity AI in M&E Framework (10 principles · self-assessment · implementation checklist) Start with the Framework →

🛡️ AI Security & Ethics Risk Checker

Answer 8 questions about your AI use case to receive an instant security & ethics risk assessment with tailored governance recommendations.

About this tool: Artificial Intelligence is increasingly used in Monitoring & Evaluation for data analysis, reporting, and program insights. This AI Security & Ethics Risk Checker helps evaluators assess potential risks and identify the appropriate governance tools to ensure responsible AI use in international development programs. Complete all 8 questions and click Evaluate Risk to receive your assessment.

⚠️ AI Risk Register Builder

Document, score, and track AI risks across your programs. Risk score = Impact × Likelihood. Aligned with NIST AI RMF MAP function.

Risk IDAI SystemCategoryDescriptionImpact ▸Likelihood ▸Score ▸MitigationOwnerStatusActions

📋 AI Governance RACI Matrix Builder

Assign governance responsibilities across roles. R = Responsible · A = Accountable (one per activity) · C = Consulted · I = Informed

🔴 AI Red Teaming Simulation Planner

Plan adversarial testing scenarios to probe AI system vulnerabilities before deployment. Identify weaknesses in safety, fairness, and robustness.

Scenario IDAI SystemAttack TypeRisk CategorySeverityTesting MethodMitigation PlanStatusActions

⚖️ AI Fairness Metrics Evaluator

Assess bias risks and track fairness metric evaluations across AI systems. Supports evaluation of responsible AI metrics for protected demographic groups.

IDAI SystemSensitive AttributeFairness MetricBias RiskEvaluation MethodMitigation StrategyStatusActions

🔬 Trustworthy AI Metrics Explorer

Browse 126 AI evaluation metrics. Filter by trustworthiness objective, AI domain, or lifecycle stage. Add metrics to your project catalogue.

IDMetric NameObjectiveDescriptionDomainLifecycle StageStatusIn CatalogueReference

🧭 AI Ethics Risk Assessment

Evaluate ethical risks in AI systems across stakeholder groups. Identify affected populations and document mitigation strategies aligned with responsible AI principles.

IDAI SystemEthical Risk TypeAffected StakeholdersImpactLikelihoodMitigationStatusActions

🏛️ AI Governance Framework Builder

Define and track governance policies, roles, and implementation stages for your AI governance framework. Aligned with NIST AI RMF GOVERN function.

IDPolicy NameGovernance DomainResponsible RoleImplementation StagePriorityStatusActions

📊 AI Evaluation Monitoring Dashboard

Track ongoing AI performance metrics against defined thresholds. Monitor AI governance metrics over time and flag values that exceed acceptable risk levels.

IDAI SystemMetricMetric TypeCurrent ValueThresholdRisk LevelLast ReviewActions

🌍 Global AI Governance Map

A searchable directory of 140+ global AI governance institutions — multilateral bodies, standards organizations, national regulators, research ethics boards, and AI safety institutes. Browse by governance layer, region, or category.

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