Responsible AI-Embedded Crisis Resilience Platforms via Power Platform + AI Builder: Integrating Ethical AI into Critical Response Systems

Abstract

This paper presents a comprehensive technical framework for developing Responsible AI-Embedded Crisis Resilience Platforms using Microsoft Power Platform and AI Builder. As organizations face increasingly complex crises, AI-driven systems offer transformative potential for threat detection, resource allocation, and communication. However, ethical concerns surrounding fairness, transparency, privacy, and accountability demand rigorous integration of Responsible AI (RAI) principles. We detail an end-to-end architectural blueprint leveraging Power Platform’s low-code agility and AI Builder’s pre-built cognitive services to construct ethically-aligned crisis management applications. The framework incorporates an Ethical-by-Design methodology, bias mitigation strategies, explainable AI (XAI) techniques, and GDPR/CCPA-compliant data handling within real-time crisis workflows. Validation results demonstrate latency under 500ms for critical decision pipelines and 92.4% accuracy in threat classification while maintaining strict RAI compliance. The paper establishes that low-code RAI integration is not only feasible but essential for scalable, auditable, and trustworthy crisis response.