Prompt templates by task type

Practicum section. Verified: 2026-06. Copy a template, replace the text in [square brackets], and check the output. This is not magic. It is the method plus review. Every template ends with "What to check." Without that line, a prompt produces a demo rather than a result.

Every template uses the same frame: role / goal / context / format / boundary / review. Remove names, real numbers, and sensitive data while keeping the substance. Do not send information to an outside service if it should not leave your system.


1. Review a document

You are a [role: lawyer on my side / analyst / editor]. I am the [context: buyer / author].
Here is the document: [paste the text].
Task: identify the [risks / unclear points / main terms] for me.
Format: a table with clause / meaning / why it matters to me / quote / suggested change.
Boundary: do not smooth over uncertainty. If the text does not contain something, say so. Do not guess.

What to check: compare every quote with the original. You own the decision and responsibility.

2. Compare options and choose

Suggest [N] options for [what] that meet these limits: [budget, dimensions, compatibility, deadline,
how you access it].
For each option, explain which task it fits and name one honest risk or disadvantage.
Do not give me a long list. Give me only [N] options and explain why you chose them.

What to check: verify current prices, availability, and specifications with primary sources. Models can invent them.

3. Create a draft (email, post, or reply)

Audience: [who]. Their problem or interest: [what]. My goal: [what should happen].
Give me [N] versions of a [email / post] in a [calm, businesslike, low-hype] tone.
Do not invent facts or numbers about me or the product. Leave a blank [...] where information is missing.

What to check: you own the facts and numbers. Edit the tone and remove stiff business language until the draft sounds like you.

4. Find weak spots (criticism, not support)

Find reasons why [decision / plan / candidate / company] is a bad idea.
Be strict. Look for [risks, gaps, reasons to reject it] rather than arguments in favor.
Mark what I can verify in advance and explain how.

What to check: weigh the arguments for and against it yourself. The model only expands the list against.

5. Explain or teach at several levels

Explain [topic] at three levels: to a child, to a beginner in the field, and to a colleague.
Guide me with questions instead of giving everything at once. Ask one review question after each part.
Point out any common misconception.

What to check: for high-stakes subjects such as medicine, law, and finance, compare the answer with a primary source or ask a qualified professional.

6. Extract structure from text

Extract [items: amounts, dates, names, tasks] from this text into a table with these columns: [columns].
The formats vary, so normalize them. Mark uncertain rows separately.
Do not add anything. Leave a field blank when the text does not contain the answer.

What to check: inspect a sample of 10 to 15 rows. Expect at least one error.

7. Break a task into steps or a plan

Goal: [what I want] by [deadline]. Limits: [time, resources, prohibited actions].
Break the work into steps. Mark what I should do first, what AI can handle, and what I should keep.
Add a checkpoint to every step. Give me one next move for this week, not the full list at once.

What to check: you must judge whether the deadlines and dependencies are realistic. The plan is a hypothesis, not a fact.

8. Prepare for a conversation or meeting (dry run)

Meeting context: [who, subject, my goal]. Participant roles: [CFO / client / manager].
Play the other side. Ask me hard questions and raise objections one at a time.
At the end, name my 3 weakest arguments and tell me what to prepare.

What to check: this is rehearsal, not a script. The live conversation will take a different path.


What to do with the result

Version: 2026-06. Update after a material change in model behavior. Check facts, numbers, and quotes. AI can be confidently wrong.

Prompt templates by task type