reference

Prompting Template

A reusable worksheet for drafting, planning, summarizing, and synthesis prompts.

Type
Reference
Audience
Operator
Level
Beginner
Format
Worksheet

Use this resource

Prints without site navigation for working sessions, review packets, or handoff notes.

Use this worksheet when a one-line prompt is not enough, but a full project brief would be too much. It turns the pattern from the Prompt Structure lesson into a reusable planning form.

When To Use It

Use this template for everyday work where the answer needs to be useful on the first pass:

  • Drafting a message, outline, summary, plan, or checklist.
  • Comparing options when the model needs clear criteria.
  • Transforming notes into a cleaner format.
  • Asking for review without letting the model rewrite everything.

Use a lighter prompt for low-stakes brainstorming. Use a more formal brief when the work affects customers, policy, money, safety, legal obligations, production systems, or sensitive data.

The Four-Part Prompt

Fill in each part before you run the prompt. If a section does not matter, say so directly instead of leaving the model to guess.

Task

What should the model do?

  • Name the action: summarize, draft, compare, critique, extract, rewrite, plan, or explain.
  • Say what success looks like.
  • Keep the task narrow enough that you can review the result.

Prompt starter:

Task:
Please [action] [material or topic] so that [intended use].

Context

What does the model need to know?

  • Audience: who will read or use the answer.
  • Situation: why the work is being done now.
  • Source material: notes, transcript, draft, requirements, examples, or facts to use.
  • Definitions: terms, acronyms, or assumptions a beginner would not know.

Prompt starter:

Context:
The audience is [audience]. They need [need or decision].
Use only the information below unless you clearly label a question or assumption.
[Paste or summarize approved source material here.]

Constraints

What must the model avoid, preserve, or verify?

  • Do not invent missing facts, names, dates, owners, citations, or numbers.
  • Preserve required wording, tone, scope, or decisions.
  • Exclude sensitive, private, or irrelevant details.
  • Flag uncertainty instead of hiding it.
  • Stay inside the requested role: draft helper, reviewer, explainer, or planner.

Prompt starter:

Constraints:
- Do not invent missing details.
- Preserve [required wording, decision, or source fact].
- Avoid [tone, topic, data type, or action].
- Mark anything uncertain as "Needs verification."

Output Shape

What should the answer look like?

  • Choose sections, bullets, a table, a checklist, JSON, or a short narrative.
  • Set length limits when useful.
  • Ask for decision points, open questions, or risks if they matter.
  • Include a review block when the answer will be shared or acted on.

Prompt starter:

Output shape:
Return [format]. Include sections for [section names].
Keep it to [length limit]. End with [open questions, risks, or next steps].

Copyable Prompt Worksheet

Copy this block into your AI tool, replace the brackets, and remove any line that does not apply.

Task:
Please [summarize/draft/compare/review/explain/plan] [material or topic] so that [intended use].

Context:
- Audience: [who will read or use this]
- Situation: [why this is needed]
- Source material to use: [paste approved notes, facts, draft, or transcript]
- Important definitions or assumptions: [terms, acronyms, or boundaries]

Constraints:
- Do not invent missing facts, names, dates, owners, citations, links, or numbers.
- Use only the provided source material unless you clearly label a question or assumption.
- Preserve [required wording, decision, tone, or scope].
- Avoid [sensitive data, private details, topics, actions, or tone].
- Mark uncertain items as "Needs verification."

Output shape:
- Format: [bullets/table/checklist/email/outline/JSON/short narrative]
- Sections: [section names]
- Length: [word count, bullet count, or time limit]
- End with: [next steps/open questions/risks/review notes]

Fast Variants By Task Type

Use the same worksheet, but start the Task and Output Shape sections differently depending on the job.

Drafting

Task:
Draft [message, outline, memo, update, or instructions] for [audience] so they can [take action].

Output shape:
Use [sections or bullets]. Keep the tone [tone]. End with [decision, call to action, or next step].

Planning

Task:
Turn these notes or requirements into a practical plan for [owner or team].

Output shape:
Use sections for Goal, Dependencies, Risks, Next Steps, and Open Questions.
Keep the plan scoped to [time frame or decision window].

Summarizing

Task:
Summarize this material for [audience] so they can understand [decision, status, or takeaway].

Output shape:
Use sections for Key Points, Decisions, Action Items, and Risks.
Call out anything that needs verification.

Synthesis

Task:
Synthesize these sources into a single view that highlights patterns, tensions, and decision points.

Output shape:
Use sections for Shared Themes, Differences, Implications, and Recommended Next Questions.
Do not smooth over disagreements between sources.

Example: Meeting Notes To Action Summary

Before:

Summarize these notes.

After:

Task:
Summarize these meeting notes for a project lead who needs to follow up with the team.

Context:
The notes are rough and may contain incomplete ideas. The project lead needs a clean summary for
internal planning.

Constraints:
- Do not invent owners, dates, decisions, or risks.
- Preserve any action item that is explicitly stated.
- Mark unclear items as "Needs verification."
- Keep the tone practical and neutral.

Output shape:
Use four sections: Decisions, Action Items, Open Questions, and Risks.
For action items, use a table with Task, Owner, Due Date, and Source Note.

Why it is stronger: the model knows the audience, the review risk, the missing-detail rule, and the shape of a usable answer.

Example: Draft Review Without Overwriting

Before:

Make this better.

After:

Task:
Review this draft for clarity and usefulness without rewriting the whole thing.

Context:
The audience is a non-technical teammate who needs to understand the decision and the next step.

Constraints:
- Do not change the core message.
- Do not add new facts.
- Focus on confusing passages, missing context, and overly long sentences.

Output shape:
Return a three-row table with Problem, Why It Matters, and Suggested Rewrite.
End with one sentence naming the biggest remaining risk in the draft.

Why it is stronger: the model is asked to review within boundaries instead of taking ownership of the whole message.

Safety Pass Before You Run It

Check the prompt itself before sending it to a model.

  • Remove secrets, credentials, private keys, tokens, and internal-only URLs.
  • Generalize personal, customer, employee, financial, contract, and proprietary details unless they are approved for this use.
  • Shorten source material when a summary or excerpt is enough.
  • Keep high-stakes work in draft mode until a qualified human reviews it.
  • If the output could trigger an external message, customer commitment, workflow change, or system action, keep a human approval step.

After-Use Reflection

Record one note so the prompt gets better over time:

This prompt worked well for [task/context] because [what improved].
Next time I should change [task/context/constraint/output shape] because [remaining gap].