AI Policy Use Cases
Common places where organizations need AI rules before informal tool use becomes institutional risk.
Municipality
City, county, or public agencyChallenge
Staff are using AI tools before council, records, procurement, and IT rules are clear
Solution
Create an operating policy for public records, staff use, vendor review, approval gates, and resident-facing communication
"The point is not to ban AI. The point is to make AI use visible, bounded, and accountable."
MSR Research
Policy framing
What the policy should clarify
- Defines approved, restricted, and prohibited AI uses
- Sets human-review rules for public-facing outputs
- Clarifies data that cannot be pasted into third-party tools
- Gives leadership a practical adoption roadmap
School District
K-12 district or higher educationChallenge
Teachers, students, administrators, and vendors all touch AI differently
Solution
Create role-specific guidance for classroom use, student data, academic integrity, parent communication, and vendor review
"Schools need enough structure to protect students without freezing teachers out of useful tools."
MSR Research
Education framing
What the policy should clarify
- Separates staff productivity from student-facing AI use
- Defines review expectations for student data and vendor tools
- Creates communication language for parents and boards
- Identifies next training and governance steps
Company
Small business, enterprise, or portfolio companyChallenge
Employees are experimenting with AI across sales, operations, HR, finance, and customer support
Solution
Create a business operating policy for confidential data, employee use, customer-facing automation, vendor procurement, and management approval
"Companies need policy that helps teams move, not a document that sits in a folder."
MSR Research
Business framing
What the policy should clarify
- Protects confidential and customer data
- Clarifies where AI can support work versus make decisions
- Creates vendor and tool review criteria
- Turns AI policy into a management adoption plan
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