The short answer
Yesโpublic employees can safely use AI prompts, but only with strict guardrails. These 25 copy-paste prompts are organized by job role (clerk, procurement, HR) and flagged for data-sensitivity risk. Treat every output as a first draft requiring human review before it becomes a public record; never paste in sensitive citizen data.
Generative AI can be a powerful assistant for the public sector, but it’s not a magic wand. Using it effectively and safely requires good prompts and a clear understanding of the risks. The disastrous rollout of New York City’s “MyCity” chatbot in late 2023, which cost nearly $600,000 to build and was shut down in February 2026 after giving illegal advice, is a stark reminder of what happens when AI is deployed without guardrails. It advised businesses they could illegally pocket employee tips and discriminate against tenants.
This isn’t just a theoretical risk. It’s a records retention, public trust, and liability minefield. At ZEKAI, we provide independent reviews and practical guidance for professionals, including those in the complex world of AI in government. We don’t accept payment for tool placement or ratings. This article provides a library of copy-paste prompts, organized by real-world government job roles, designed to save you time without exposing your agency to unnecessary risk.
How to Use These Prompts Safely: A 60-Second Checklist
Before you copy any prompt, internalize these rules. They are your best defense against turning a productivity tool into a career-limiting incident.
Source: whitehouse.gov
As of September 2026, federal AI use is governed by OMB Memos M-25-21 and M-25-22, which replaced the previous M-24-10 guidance in April 2025. These memos require agencies to manage AI risks, especially for “high-impact” systems that affect citizens’ rights and safety. While these prompts are for non-sensitive tasks, the principle holds: you are responsible for the output.
- NEVER Paste Sensitive Data: This is the cardinal rule. Do not input Personally Identifiable Information (PII), Criminal Justice Information Services (CJIS) data, protected health information (PHI), active procurement details, employee records, or any non-public information into a public AI tool like the free versions of ChatGPT, Gemini, or Claude.
- Treat AI as an Intern: The output is a first draft. Always. It can be confidently wrong (“hallucinate”) and requires your expert review and correction before it becomes an official document or communication.
- Assume It’s a Public Record: Anything you type into a work computer can be subject to a Freedom of Information Act (FOIA) request. Prompt accordingly. Use generic placeholders like
[CITY],[PROJECT], and[DATE]instead of real details. - Check for Bias: AI models learn from vast datasets that contain societal biases. Always review outputs for language that could be subtly biased, exclusionary, or stereotypical.
- Use Authorized Tools First: If your agency has an approved, secured AI platform like Google Gemini for Government or a Microsoft Government Community Cloud (GCC) version of Copilot, use it. These tools often have built-in data security and compliance features that public versions lack.
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Prompts for City Clerks & Communications Staff
These prompts focus on public-facing communication and records management, where clarity and accuracy are paramount.
You are a city clerk's assistant responsible for creating clear, accessible public summaries. I will provide the full text of a recent city council meeting's minutes. Your task is to produce a 250-word summary suitable for posting on the city website's news section.
Focus on the key decisions made, motions passed, and major topics discussed. Omit procedural details like roll calls unless essential. Write in plain, accessible language (8th-grade reading level). Structure the output with a clear headline and 3-4 short paragraphs. Do not interpret or add opinions; stick strictly to the facts presented in the minutes.
Act as a public information officer for a mid-sized city. Draft a 400-word press release about a new city initiative called '[Initiative Name]'.
The goal of the initiative is '[briefly state goal, e.g., to improve recycling rates by 20%]'. It will launch on '[Date]' and involve '[brief description of activities, e.g., new curbside bins and a public education campaign]'.
Include a compelling headline, a dateline for '[City Name], [State]', and an introductory paragraph summarizing the key information. Add a quote from '[Official's Title, e.g., Mayor Jane Doe]' explaining the benefit to residents. End with a boilerplate 'About the City of [City Name]' section and contact information for the media.
Quote for Mayor Jane Doe to use: '[Insert quote text here]'.
Your role is to translate complex legal and bureaucratic language into plain English for the public. I will paste a section from our city's municipal code regarding '[Topic, e.g., residential parking permits]'.
Your task is to rewrite this section as a simple FAQ for the city website. Create 5-7 clear questions and answers that a resident would likely ask. For example: 'Who is eligible for a permit?', 'How much does it cost?', 'How do I apply?'.
Maintain complete accuracy regarding the rules, but use simple, direct language. Avoid jargon. The output should be formatted as a list of questions and answers.
You are the social media manager for the City of [City Name]. Create a series of social media posts to promote our annual '[Event Name]' which is happening on '[Date]' from '[Time]' at '[Location]'.
Generate the following:
1. A post for X (formerly Twitter): Under 280 characters, with relevant hashtags like #[CityName]Events and #[EventName].
2. A post for Facebook: Around 100 words, more descriptive, encouraging RSVPs or shares.
3. A post for Instagram: A caption to go with a photo, focusing on the visual and experiential aspects of the event. Suggest 3-5 relevant hashtags.
All posts should be friendly, engaging, and include the essential event details.
Draft a formal but helpful boilerplate email template for acknowledging receipt of a Freedom of Information Act (FOIA) or Public Records Act request.
The template should:
1. Acknowledge receipt of the request submitted on [Date].
2. State the request has been assigned tracking number [Tracking #].
3. Inform the requester of the statutory deadline for a response under [State/Federal Law Name, e.g., 'the Illinois FOIA'], which is [Number] business days.
4. Briefly explain the next steps (e.g., 'Our office will now search for responsive records...').
5. Provide contact information for the public records officer.
The tone should be professional, transparent, and compliant with legal requirements.
—
Prompts for Procurement & Purchasing Officers
Procurement is a high-risk area. These prompts are for non-sensitive, early-stage drafting and research only. Never use AI for evaluating live bids.
Act as a senior procurement analyst. I am preparing a Request for Proposal (RFP) for '[Product/Service, e.g., a new cloud-based payroll system]'.
Generate a list of 10-15 objective evaluation criteria to assess vendor proposals. Group them into logical categories like 'Technical Capabilities,' 'Company Viability & Experience,' 'Security & Compliance,' and 'Pricing Structure.'
For each criterion, phrase it as a clear, measurable standard. Example: Instead of 'Good support,' use 'Availability of 24/7 technical support via phone and email with a guaranteed response time of less than 4 hours'.
I need to draft a preliminary Scope of Work (SOW) for a project to '[Project Goal, e.g., replace the city's 311 CRM software]'.
Create an SOW template with the following sections:
1. Project Background & Objectives
2. Scope of Services (list of key deliverables)
3. Key Tasks & Responsibilities (for both the vendor and the city)
4. Project Timeline & Key Milestones
5. Technical Requirements
6. Reporting Requirements
Under each section, provide 3-5 bullet points of generic, placeholder text that I can later customize. This is for initial structure only.
[WARNING: ONLY FOR USE IN SECURE, AGENCY-APPROVED AI ENVIRONMENTS]
I am uploading a lengthy document which is a vendor's technical whitepaper for a software solution. The document is [Number] pages long.
Provide a structured summary covering the following points in a bulleted list:
- Core problem the product claims to solve.
- Key features and functionalities.
- Stated security and compliance certifications (e.g., FedRAMP, StateRAMP, SOC 2).
- Integration capabilities with other systems.
- Data hosting and processing architecture.
The summary should be factual and extract only the information present in the document.
Perform market research on the product category of '[Product Category, e.g., electric fleet management software for municipalities]'.
Identify and list:
1. The top 5-7 leading vendors in this space.
2. The typical pricing models (e.g., per-vehicle, per-user, subscription).
3. Common features offered by these solutions.
4. Key trends in this market for government customers as of late 2026.
Present the information in a concise, bulleted format suitable for an internal briefing memo.
I will provide a standard legal clause from a government contract. Your task is to explain it in simple, plain language for a non-lawyer project manager.
Clause to explain: '[Paste standard indemnification or limitation of liability clause here]'
Provide a one-paragraph explanation of what this clause means, what it protects the city from, and what the key obligations are for the vendor. Do not provide legal advice, only a simplified explanation of the text.
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Prompts for HR & Benefits Staff
HR data is extremely sensitive. These prompts are designed for creating generic templates and communications, never for handling specific employee cases.
You are an HR specialist for a public agency. Draft a comprehensive job description for the role of '[Job Title, e.g., Senior Planner]' in the '[Department, e.g., Planning and Development]'.
The description must include these sections:
- Job Summary (a brief, engaging overview)
- Essential Duties and Responsibilities (bulleted list)
- Required Qualifications (education, experience, certifications)
- Preferred Qualifications
- Physical Demands & Work Environment
- An Equal Opportunity Employer (EEO) statement.
Ensure the language is inclusive and avoids jargon. Base the duties on typical responsibilities for this role in a municipal government setting.
Create a list of 10 behavioral interview questions for the position of '[Job Title, e.g., Grants Coordinator]'. The questions should be designed to assess skills like attention to detail, project management, communication, and problem-solving.
Use the STAR method format (Situation, Task, Action, Result) in your question framing. For example: 'Tell me about a time you had to manage multiple competing grant deadlines. How did you prioritize your tasks, and what was the outcome?'
I need to announce an update to our '[Policy Name, e.g., Remote Work Policy]' to all staff. I will provide the dense, formal policy text.
Your task is to draft a clear, friendly all-staff email that summarizes the key changes. The email should:
1. Have a clear subject line.
2. Briefly state what is changing and why.
3. Use a bulleted list to highlight the 3-4 most important updates for employees.
4. Direct employees to the full policy document for details.
5. State when the new policy takes effect.
The tone should be informative and positive.
Generate a detailed 30-day onboarding checklist for a new employee in a generic government office role. Organize the checklist by week (Week 1, Week 2, Weeks 3-4).
Include tasks for the employee, their manager, and the HR department.
Topics to cover:
- Pre-arrival (IT setup, desk prep)
- Day 1 (welcome, paperwork, building tour)
- Week 1 (team intros, core systems training, initial project assignment)
- First 30 Days (policy reviews, regular check-ins, understanding performance goals)
Draft a 150-word internal announcement for a city-wide intranet, congratulating '[Employee Name]' on their promotion to '[New Job Title]' in the '[Department]'.
The announcement should:
- Mention their previous role and years of service.
- Briefly highlight 1-2 key accomplishments.
- Include a short, positive quote from their new department head, '[Department Head Name]'.
- State the effective date of the promotion.
The tone should be celebratory and professional.
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Prompts for Permitting, Code Enforcement & Constituent Services
This area involves direct citizen interaction. Clarity, consistency, and a helpful tone are critical.
Create a simple checklist for a homeowner applying for a '[Permit Type, e.g., Residential Fence Permit]'. The goal is to help them gather all necessary documents before submitting their application.
The checklist should be a bulleted list including items like:
- Completed Application Form
- Site Plan (with specific requirements like property lines and dimensions)
- Proof of Ownership
- Application Fee
- Contractor Information (if applicable)
For each item, add a one-sentence explanation of what is required.
Rewrite the following standard code violation text to be clearer and less intimidating for a resident. The goal is to encourage compliance, not to be punitive.
Original Text: '[Paste formal, legalistic violation text here, e.g., 'Pursuant to Municipal Code 17.5.3, the property at the aforementioned address is in violation due to an unpermitted structure...']'
New Version: Create a section titled 'What this notice means' that explains the problem in simple terms (e.g., 'Our records show a shed was built in your backyard without a required permit.'). Also create a section titled 'How to resolve this' with clear, actionable steps and a deadline.
You are a constituent services specialist. Draft three email templates for responding to common citizen inquiries.
1. **Request Acknowledged:** A template to confirm receipt of a non-urgent request (e.g., a pothole report) and inform them it has been routed to the correct department.
2. **Status Update:** A template to provide a progress update on a more complex case, even if there is no final resolution yet.
3. **Issue Resolved:** A template to close the loop and confirm that the reported issue has been addressed.
All templates should be empathetic, professional, and provide a reference number for the citizen's inquiry.
A resident wants to know what 'R-1 Single-Family Residential' zoning means. Explain this zoning designation in simple terms, as if you were speaking to them at a public counter.
Cover the following points:
- What is the primary use of land in this zone? (e.g., single-family homes)
- Are there any other allowed uses? (e.g., parks, schools)
- What are the key restrictions? (e.g., one main house per lot, setback requirements)
- Where can they find the full official code?
Keep the explanation under 200 words.
Our city is launching a campaign to educate the public about '[Topic, e.g., new water conservation rules]'. Brainstorm a list of 10 creative and practical outreach tactics to reach a diverse audience.
Think beyond just a press release. Include a mix of digital and physical ideas, such as:
- Social media campaign elements
- Partnerships with local organizations
- Direct mail ideas
- In-person events
- Content for the city website
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Prompts for Finance, Budget & Grants Staff
Accuracy is non-negotiable in finance. Use these prompts for drafting and summarizing, not for calculation or analysis of live financial data.
I need to create a 300-word narrative summary of the city's newly approved annual budget for a presentation to a citizens' group.
Total budget: '[Total $]'
Key allocations:
- Public Safety: '[% or $]'
- Public Works: '[% or $]'
- Parks & Recreation: '[% or $]'
Draft a summary that explains the budget in an accessible way. Highlight 1-2 key new investments or changes from the previous year. Use analogies or simple comparisons to make the large numbers more understandable (e.g., 'This investment is equivalent to repaving X miles of city streets.').
I will paste the text of a federal grant announcement. Your task is to summarize it into a one-page briefing memo for internal department heads.
The summary must extract the following key details:
- Granting Agency & Program Name
- Funding Amount Available
- Application Deadline
- Eligibility Requirements (who can apply)
- Program Goals & Priorities
- Match Requirements (if any)
- Link to the full announcement
Format the output with clear headings for each section.
Draft a justification narrative for a new budget request. The request is for '[Amount, e.g., $50,000]' to purchase '[Item/Service, e.g., new cybersecurity software]'.
The narrative should be structured to answer the following questions:
1. **What is the problem?** (e.g., 'Our current software is outdated and no longer receives security updates.')
2. **How does this purchase solve the problem?** (e.g., 'The new software provides protection against modern ransomware threats.')
3. **What is the risk of not funding this request?** (e.g., 'A data breach could cost millions and compromise citizen data.')
4. **How was the cost determined?** (e.g., 'Based on quotes from three qualified vendors.')
Act as a finance director. A department has reported that its spending on '[Expense Category, e.g., overtime pay]' is 25% over budget for the quarter.
Generate a list of 8-10 probing questions to ask the department head to understand the root cause of this variance. The questions should be neutral and fact-finding, not accusatory.
Examples:
- 'What were the primary drivers of overtime hours during this period?'
- 'Was this variance caused by a single event or a consistent trend?'
- 'How does this compare to the same quarter last year?'
Draft a short, clear explanation of our city's policy on '[Policy, e.g., employee expense reimbursement]' for a new employee handbook.
The explanation should cover:
- What types of expenses are reimbursable?
- What is the process for submitting a reimbursement request?
- What documentation is required (e.g., receipts)?
- What is the deadline for submission after an expense is incurred?
- Who should they contact with questions?
Write in a simple, step-by-step format.
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What NOT to Prompt For: The Liability Lessons
Using AI safely means knowing its limits. Two recent controversies highlight the risks of using AI in high-stakes government functions.
1. Automated Report Writing (The “Draft One” Problem): A tool called Draft One, made by Axon, uses AI to write police reports based on body camera audio. The ACLU and other civil liberties groups have raised alarms about this, pointing out that AI can introduce subtle biases, omit crucial context, or “hallucinate” facts that an officer might not catch during review. An AI-generated report could misrepresent an interaction, with serious consequences for legal proceedings. The Lesson: Never use AI to be the sole author of an official, evidentiary report. It can assist with transcription, but the narrative and conclusions must be human-generated.
2. Facial Recognition and Predictive Policing: Studies by NIST and others have shown that many facial recognition algorithms have higher error rates for women and people of color. Using a biased algorithm for identification can lead to false accusations and erode public trust. Similarly, “predictive policing” tools, which use historical data to forecast crime hotspots, risk amplifying existing biases in policing patterns, leading to over-policing of certain communities. The Lesson: Any AI system that could impact a person’s liberty or rights requires extreme scrutiny for fairness and accuracy *before* deployment. Do not use consumer AI for these tasks.
ZE Tool review ZeroEyes โ read our full review Pricing, free tier and where it falls shortWhere to go next
Three routes, picked for what you just read.
Can ChatGPT be used for government work?
Yes, but with extreme caution. Free, public versions of AI like ChatGPT should only be used for non-sensitive tasks like drafting public announcements, brainstorming ideas, or simplifying complex text with placeholders. Never input any citizen PII, confidential information, or data that could create a public record liability.
What are the risks of using AI in government?
The main risks include data privacy violations, public records (FOIA) exposure, algorithmic bias leading to unfair outcomes, and legal liability from AI “hallucinations” or bad advice. The shutdown of NYC’s chatbot after it gave illegal guidance is a prime example of the reputational and financial risk.
How do you write a good prompt for policy analysis?
For policy analysis, a good prompt provides deep context. Start by defining the AI’s role (e.g., “Act as a legislative analyst”). Provide the full text of the policy, then clearly state your goal: “Summarize the key changes,” “Identify potential implementation challenges,” or “Compare this policy to the attached alternative.” Always verify the output.
Is AI-generated content considered a public record?
It depends on the context, but it’s safest to assume yes. If an AI tool is used on a government device or network to conduct official business, the prompts and outputs could be subject to public records laws like FOIA. This is a key reason to never input sensitive, non-public information into the tool.
Which AI is safe for government use?
“Safe” depends on authorization. Consumer tools are not safe for sensitive data. Secure, compliant platforms like Google Gemini for Government or Microsoft 365 Government (GCC High) are built with FedRAMP or StateRAMP security controls. These are the appropriate environments for any work involving non-public government data.
Where to go next
Three routes, picked for what you just read.
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