How states use purpose-driven innovation and AI to improve accuracy in public programs
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COMMENTARY | Agency leaders need to ensure AI adoption is not just a tech upgrade by keeping people’s needs and mission outcomes at the center of every decision.
As artificial intelligence reshapes the landscape of public programs, state agencies face a pivotal choice: to pursue innovation for its own sake, or to harness technology with a clear purpose to enhance accuracy, efficiency and public trust.
State governments are accelerating the adoption of AI with a clear purpose: to deliver better services, strengthen public trust and achieve measurable outcomes for their residents. They tend to adopt AI pragmatically, ensuring that every step meets rigorous standards for security, compliance and accountability.
Technology vendors that also understand the nuances of effective public programs can help states leverage AI to achieve not only efficiency and modernization goals but also enhance public services and the customer experience.
How AI Improves Accuracy in Government Benefit Programs
At the core of public safety net programs is a straightforward mission: deliver the correct benefits to eligible people in a timely manner. When applied thoughtfully, AI enables programs to provide accurate benefits and reliable services.
One of the most significant values of the pragmatic application of AI is the speed of data analysis across multiple sources, providing insights that humans can then validate and apply. AI tools flag patterns and trends that might otherwise go unnoticed. Agencies allocate resources where they are needed most and identify systemic issues before they escalate.
A practical example is quality assurance automation. Conversation intelligence tools record, transcribe and analyze agent-caller interactions, generating performance scorecards that allow leaders to identify additional coaching and training needs. With greater traceability and explainability, this approach enables the provision of more accurate information to the public and an enhanced customer experience.
For example, AI has transformed the quality assurance process for customer service in Michigan’s Medicaid program. In place of manually reviewing a small sample of calls, a conversation intelligence platform analyzes nearly every call. It auto-transcribes conversations, identifies trends and enables timely coaching and process improvements. The result? AI amplifies human expertise. Agents deliver person-centered customer service, providing accurate information to the public, with measurable and consistent quality.
Why Purpose-Driven Innovation Delivers
The Michigan example shows how AI adoption succeeds when speed is balanced with careful planning. Targeted applications to specific operational areas, incremental scaling and ongoing evaluation reduce risk while delivering sustainable improvements.
Technology alone, though, isn’t enough. Agencies require partners with in-depth domain expertise who understand the intricacies of government programs and are dedicated to pragmatic, human-centered solutions. Speedy applications without substance can backfire. Thoughtful adoption enhances service delivery and generates lasting value.
Explainability and traceability remain essential in a purpose-driven approach. AI-powered solutions must not only produce accurate insights but also enable leaders to understand how those insights are generated, allowing them to decide where they are applied. For example, understanding agent-caller interactions better helps agency leaders identify areas where additional training or workflow improvements are needed. Embedding auditability into AI workflows ensures accountability.
Not Just a Strategy, but a Commitment to Sustainable Progress
As state agencies chart their course with AI, their deliberate and purpose-driven approach is setting the standard for public sector innovation. Success isn’t achieved in isolation. It demands visionary leadership, cross-agency collaboration and technology partners that understand the complexities of public programs.
By keeping mission outcomes and people’s needs at the center of every decision, state agency leaders can ensure that AI adoption is not just a technological upgrade, but a meaningful step toward stronger programs that deliver meaningful customer experiences. The future of government innovation depends on purpose-driven leadership that brings in the right partners and technology solutions.
Michael Bostian is associate managing director of digital government solutions at Maximus.