FairByDesign
Reporting
Investigations, the Mercury Brief, field papers and analysis, newest first.
All reportingInvestigationsMercury BriefField papersGovernance resourcesNews
-
Obstacles Beyond Technology: Why AI Governance Falters Inside Organizations
Explore why AI governance fails due to ownership gaps, culture, and structure — and how layered solutions address these barriers.
-
Speed vs. Rigor: Why a 30-day governance sprint works
You don’t need 12 months to prove AI governance. A focused 30-day sprint delivers credible evidence without slowing your product down.
-
Governance-as-a-Service: Why ongoing beats one-off audits
Audit = snapshot. Governance-as-a-Service = continuous assurance.
-
Why every AI governance program fails without evidence
AI governance fails without evidence. If it isn’t in the Evidence Pack, it didn’t happen. 7 artifacts that belong in every Evidence Pack (system overview, risk register, eval results, oversight…
-
Risk Reality Check: 3 common governance gaps in AI systems
AI governance doesn’t fail on exotic risks. It fails on three boring but brutal gaps.
-
AI Act 101: What your board needs to know
The EU AI Act makes boards accountable for AI risk. Here’s what leaders need to know — and a 30-day plan that builds trust with regulators & investors.
-
AI in Hiring Under the EU AI Act: Compliance Risks and Bias Gaps in 2025
Executive Summary Artificial intelligence (AI) is rapidly transforming recruitment and human resources (HR) practices across Europe and globally. Tools such as applicant tracking systems, resume screeners, chatbots, and video interview…
-
FairByDesign research subscription terms
FairByDesign Research Subscription Terms Effective: September 2025 Introduction FairByDesign provides research papers, governance crosswalks, and templates designed to support compliance, audit, and governance teams. This document outlines the terms for…
-
License use
FairByDesign Research Subscription — License & Scope(v1.0, 2025) The Mercury Intelligence & Evidence Library provides organizations with access to whitepapers, crosswalks, and toolkits for AI governance. This document defines the…
-
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…
-
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…
-
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…
-
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…