Public Sector AI Prompting Cheat Sheet
Safer, clearer prompts for everyday work
A practical prompt guide for public-sector staff using AI tools to draft, summarise, plan, compare and review everyday work more safely and consistently.
Use it to make everyday AI prompts safer and clearer
The cheat sheet gives staff a practical way to set context, avoid unsupported claims, protect sensitive information and check outputs before use.
Prompt structure
Use context, limits, evidence, audience and review checks to give AI tools a clearer task.
Bad, better and safer examples
Compare weak prompts with safer alternatives for drafting, summarising, planning and rewriting.
Everyday public-sector prompts
Adapt examples for summaries, resident-facing drafts, option comparisons, plans and plain-English rewrites.
Accuracy checks
Prompt the tool to separate facts, assumptions, uncertainty and points that still need human review.
Data-handling boundaries
Remind staff what must not be pasted into unapproved public AI tools.
Team discussion prompts
Use the resource to agree suitable tasks, review expectations and escalation routes.
Download the cheat sheet
Open the PDF and use it with staff, managers or service teams as a starting point for safer prompting habits. No details are required.
Public Sector AI Prompting Cheat Sheet
A direct PDF download covering prompt structure, safer examples, everyday tasks, accuracy checks and data-handling boundaries.
This resource is for internal discussion and training preparation. It is not legal, data protection or information governance advice.
Built for teams turning AI use into safer habits
Use the cheat sheet where staff are already experimenting, or where managers need a simple shared baseline before training.
- Public-sector staff using AI tools for everyday work
- Managers setting safer expectations for team use
- Operational teams drafting, summarising or planning routine work
- IT and information governance colleagues shaping guardrails
- Service leads turning informal experimentation into consistent practice
Turn prompting guidance into team practice
If prompts, checking expectations or data boundaries are inconsistent, use the cheat sheet as a starter conversation before choosing a training route.
AI Awareness Briefing
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Use a short discovery call to discuss current AI use, training needs, data boundaries and the safest next step for your staff or managers.