FairByDesign Reporting
Governance Resources
Practical AI governance resources from FairByDesign — templates, checklists, methods and artifacts for oversight, evidence, risk and assurance.
All reportingInvestigationsMercury BriefField papersGovernance resourcesNews
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Executive Liability Brief in AI Deployments
Executive Liability in AI Deployments: What Boards Need to Know FairByDesign | 2025 Introduction Boards of directors and senior executives increasingly face direct liability for how their organizations deploy artificial…
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Bias and Safety Testing Method
FairByDesign Bias & Safety Testing Method(v1.0, 2025) Bias and safety testing ensures AI agents operate within acceptable ethical and compliance boundaries. Mercury applies structured scenarios, measurable acceptance criteria, and reproducible…
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AI Governance Readiness Checklist
AI Governance Readiness Checklist FairByDesign | 2025 Introduction Before engaging in a formal audit, organizations benefit from a quick self-assessment of their readiness for AI governance. This checklist is designed…
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Hitl-sop
Human-in-the-Loop & Escalation SOP FairByDesign | 2025 Introduction Human oversight is a cornerstone of responsible AI deployment. No AI system should operate without defined escalation pathways that allow humans to…
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Logging-Retention
Logging & Retention Policy FairByDesign | 2025 Introduction Effective logging and retention practices are critical for ensuring AI systems are transparent, auditable, and compliant with regulatory expectations. Logs provide the…
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Model Card template
Model Card & Change Log Template FairByDesign | 2025 Introduction Model cards and change logs provide transparency into how AI systems are designed, deployed, and updated. A model card describes…
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Evidence Journal Template
Evidence Journal Template FairByDesign | 2025 Introduction An evidence journal provides a structured way to record findings during AI audits. It captures what was tested, what evidence was observed, and…
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Incident & Escalation Playbook
This is a governance artifact to share with clients or regulators to demonstrate how AI-related incidents will be managed. Incident & Escalation Playbook for AI Systems FairByDesign | 2025 Introduction…
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Framework Crosswalk Brief
Framework Crosswalk Brief (PDF-style Word draft) Title: Aligning AI Governance Frameworks: A Practical CrosswalkFairByDesign | 2025 Introduction Organizations face overlapping requirements when deploying AI systems. The EU AI Act, NIST…
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Building a Comprehensive Security Policy
Crafting a holistic security policy that integrates these tools can feel overwhelming. However, understanding the key components and their roles can simplify the process, allowing organizations to build effective security…