By department: · AI software tools · disruption risk · time freed · how to reinvest it
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Departments
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High Risk Roles
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Medium Risk Roles
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Lower Risk Roles
Click a department to learn what AI tools are available, the roles at risk, and how the freed time should be invested.
High disruption risk
Medium disruption risk
Lower disruption risk
Methodology note: Risk ratings are synthesized from the Microsoft Copilot real-world usage study (2025), the Route Fifty / MissionSq AI workforce survey of state and local employees (2025), the Frey-Osborne computerization susceptibility framework, and the Urban Institute's local government AI adoption research. Departments reflect typical city-level government structure. Percentage estimates are illustrative, not precise measurements.