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Bias & Safety Testing Method-Client Handout
Bias & Safety Testing Method FairByDesign | 2025 Introduction Bias and safety testing ensures that AI systems perform consistently across diverse user groups and avoid harmful or misleading outputs. The…
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Hosting and Assurance
Hosting & Assurance Overview FairByDesign | 2025 Introduction Assurance is not only about controls inside an AI system but also about where and how the system is hosted. This document…
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governance-template-sample
Purpose Declaration & Redaction Template (Sample)FairByDesign | 2025 Purpose Declaration (Fill-in Example) “Our AI system [system name] is deployed for [intended use]. It is not intended for [out-of-scope use]. Escalation…
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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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AI Agents & Systems – Audit Criteria v1.0
AI Agents & Systems — Audit Criteria v1.0 FairByDesign Whitepaper | 2025 Introduction Artificial Intelligence (AI) agents are increasingly used in enterprise environments for customer service, internal knowledge retrieval, workflow…
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GDPR Article 22 in Practice: Human-in-the-Loop That Actually Works
Executive Summary This white paper explores how human-in-the-loop oversight, required under GDPR Article 22, is emerging as a decisive factor for both compliance and competitiveness in the European banking sector.…
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From Risk to Revenue: How AI Governance Accelerates Enterprise Sales
Governance practices rooted in credible frameworks and implemented through rapid audit-to-governance loops create the trust signals that buyers and regulators now demand. By adopting a minimum viable governance approach, companies…
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Cybersecurity Governance Just Got Personal
Cybersecurity misstatements are now securities law violations.
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Cybersecurity Isn’t Just IT’s Job Anymore
You don’t have to get hacked to get fined anymore.
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AI in Lending: Innovation or Injustice?
In July 2025, the U.S. passed the One Big Beautiful Bill Act as part of a federal reconciliation package. The original version included a shocking provision…
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Navigating Public-Private Partnerships and Emerging Technologies
1. Introduction The 2023 National Cybersecurity Strategy Implementation Plan (NCSIP) marks a turning point in how the United States approaches digital defense. Rather than laying out vague promises, it provides…
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Ransomware Decline
In a rare twist here is some good Cybersecurity news. The Guardian put an article out on Feb 5th that there was a decline in ransomware payments. So, does this…