The Challenge of AI in Government
Public servants face a dual challenge: managing critical community functions while using outdated technology. The rise of AI has transformed private companies, but government agencies lack AI tools tailored to their needs. Mass-market AI isn’t reliable enough for critical public services, where accuracy is paramount.
The Importance of Context in AI
AI is more effective for government employees when built on core data assets like documents, emails, and contextual metadata. The key to successful public sector AI isn’t larger or smarter models, but ensuring AI understands the context of government operations. This includes local partnerships, procedures, history, and regulations.

Current AI tools fail because they lack contextual metadata, making them unsuitable for government work where accuracy can’t be sacrificed for speed. Government operations are inherently collaborative, involving multiple agencies and partners. However, most technology is siloed, serving single organizations and lacking cross-agency collaboration functionality.
The Government Operations Tech Stack
Effective government AI must consider four technology layers:
- Systems Layer: File storage systems like OneDrive and SharePoint
- Resources Layer: Individual files such as memos and spreadsheets
- Coordination Layer: Emails, texts, and video communications where collaboration happens
- Interface Layer: Where public servants access data across layers
Purpose-built AI can make a significant impact at the interface layer, enabling officials to get immediate answers without searching multiple platforms. AI with full contextual metadata can provide a complete operational picture, connecting users to relevant documents, people, and conversations within their specific context.
Transforming Government Operations with AI
Context-rich AI can transform government operations by providing traceable, auditable insights. It connects FEMA policies with real-time communications during emergency responses, enabling more effective coordination and faster response times. The vision is for AI to live where government work happens, with access to the full collaborative environment across organizations.
When deployed with complete contextual metadata, AI can empower public servants to make a bigger impact while maintaining accuracy and accountability. Government operations are fundamentally about coordination and context, and AI must reflect this reality to succeed in the public sector.
Madeleine Smith, cofounder and CEO of Civic Roundtable, emphasizes that context is crucial for AI to succeed in government. With the right approach, AI can enhance public services and improve government operations.