While predictive analytics and artificial intelligence (AI) capabilities can provide valuable insights and actionable intelligence, public sector agencies need more. They need “explainable AI,” the ability for machines to clearly demonstrate and explain the rationale behind their recommendations. Open source software and communities can help. With technology and development methodology, agencies can build more transparent AI solutions, faster, resulting in greater efficiencies and more accurate and trusted decisions.