AI Prompts for Work: 12 Templates You Can Use Today

Sixty-eight percent of workers who use AI at work don't tell their boss. Which means a lot of people are quietly figuring out AI prompts for work on their own, with zero training, copy-pasting stuff into ChatGPT and hoping for the best.

That's fine. That's actually how most useful technology gets adopted. Not through a company-wide rollout with slide decks. Through one person trying it on a Tuesday afternoon because they're drowning in emails.

This article skips the theory. Here are 12 prompt templates you can use today, for the actual work things that eat your time. Each one comes with when to use it, what to paste in, why it works, and what to check before you send anything.

One rule before we start: never paste confidential data, customer names, HR information, or anything your company wouldn't want living on someone else's server. Check your company's AI policy if one exists. When in doubt, anonymize it first.

Before you use these AI prompts for work

The prompts below follow a simple structure: role, context, task, format. That's it. You tell the AI who it's playing, what situation you're in, what you want, and how you want the output shaped.

Dee covers this in Don't Replace Me as part of Rule #13: Garbage In, Garbage Out. The framework is borrowed from how you'd brief a smart intern. Fast, capable, occasionally wrong, and in need of someone to check their work before it goes anywhere.

Speaking of which: always read the output before sending it. Always. AI is very good at sounding confident about things it's completely made up. If there are numbers, statistics, or specific claims in the response, verify them. The tool is excellent at drafts and terrible at facts.

AI prompts for work: email and communication templates

Prompt 1: Rewrite this email so it doesn't sound passive-aggressive

When to use it: You wrote an email while annoyed. Or you received something confusing and you're drafting a reply that's probably too spiky.

The prompt:

You are a professional editor helping me communicate clearly and diplomatically. Here is an email I wrote: [paste your draft]. Rewrite it so it's direct but not aggressive, professional but not robotic. Keep the core message. Remove anything that sounds irritated or passive-aggressive.

Why it works: You're giving the AI a job (editor), a situation (I wrote something sharp), and a clear goal (fix it). It's much more useful than "make this email better."

What to check: Make sure the rewrite still actually says what you needed to say. AI sometimes sands down the message along with the tone. If you needed to escalate something, confirm the escalation made it through.

Prompt 2: Write a meeting recap

When to use it: After any meeting where you took rough notes or remember the gist but not the specifics.

The prompt:

You are an executive assistant helping me write a clear meeting recap. Here are my rough notes: [paste notes]. Write a summary with: key decisions made, action items with owners and deadlines, and any open questions. Keep it under 200 words. Use bullet points.

Why it works: Format matters here. "Under 200 words" and "bullet points" prevents the AI from giving you a 600-word essay nobody reads.

What to check: Fill in any names or deadlines the AI invented. It will guess if you didn't specify, and it won't tell you it's guessing.

Prompt 3: Turn a long email thread into a summary

When to use it: Someone forwarded you a 47-message chain and asked what you think.

The prompt:

You are helping me quickly understand a complex email thread. Here is the thread: [paste emails, removing any sensitive personal or client data]. Summarize: what the disagreement or issue is, what each party wants, and where things stand right now.

Why it works: You're giving the AI an analytical job, not just a compression job. Understanding conflict or stakes is more useful than a word count reduction.

What to check: Make sure the summary isn't missing a key turn in the thread. AI can miss tone shifts or late additions that change everything.

Drafting and writing prompts that actually save time

Prompt 4: Write a first draft of a report section

When to use it: You have the information but the blank page is winning.

The prompt:

You are a business writer helping me draft a report section. The audience is [describe: e. g. "our finance team reviewing Q3 results"]. Here is the information I want to include: [bullet points of your key points]. Write a clear, professional paragraph or two. Don't add information I haven't provided. Don't make up statistics.

Why it works: That last instruction matters. Telling it not to add information keeps it honest. Without it, the AI will happily invent supporting data.

What to check: Read every sentence. Verify any numbers. This is a draft, not a finished product.

Prompt 5: Write a job description for a role I'm hiring

When to use it: HR handed you a blank doc and told you to fill it in.

The prompt:

You are an HR professional helping me write a job description. The role is [title]. Key responsibilities include: [list]. We need someone who has [required skills/experience]. Our company is [brief description]. Write a job description with: a short role summary, 5-7 bullet responsibilities, and 4-6 required qualifications. Keep the tone [professional/casual/direct].

What to check: Remove anything that could inadvertently screen out protected groups. Don't include age-implying language. Have your actual HR person review it before it goes live.

Prompt 6: Write a performance review comment

When to use it: You have a genuine opinion about someone's work and zero desire to put it into performance review language.

The prompt:

You are an HR writing coach helping me write a performance review comment. The employee is [use a pseudonym or "my direct report"]. What I want to communicate: [your honest notes]. Write this as a constructive, specific, professional performance comment of about 100 words. Focus on behaviors and outcomes, not personality.

What to check: Do not paste real employee names into AI tools unless your company policy explicitly allows it. Use "my direct report" or a placeholder. Then substitute the real name in the final document.

Prompts for analysis and decision-making

These are where people get into trouble. AI is useful for structuring your thinking, not for supplying facts you haven't given it. Keep that distinction clear. If you want more on where AI actually breaks down, the no-BS starter guide to AI at work covers this well.

Prompt 7: Help me think through a decision

When to use it: You're going back and forth on something and need to organize your brain.

The prompt:

I'm trying to decide between [option A] and [option B]. Here's the context: [explain the situation]. Here are the factors that matter to me: [list them]. Help me think through the tradeoffs. Don't tell me what to do. Just help me see both sides clearly.

Why it works: "Don't tell me what to do" is important. AI will confidently recommend things if you let it. You want a thinking partner, not a decision-maker.

What to check: Ask yourself if the tradeoffs it surfaced are actually your tradeoffs. AI sometimes generates plausible-sounding concerns that aren't relevant to your situation.

Prompt 8: Summarize a document and pull out the key risks

When to use it: A contract, proposal, or policy landed in your inbox and it's 40 pages.

The prompt:

You are a business analyst helping me understand a document. Here is the document text: [paste, removing confidential names/parties if needed]. Summarize the main purpose in 2-3 sentences. Then list the top 5 things I should pay attention to or that represent risks or obligations.

What to check: This is not a substitute for a lawyer or compliance review on anything legally significant. Use this to understand the document well enough to ask smarter questions of the people who actually need to review it.

Prompt 9: Turn a spreadsheet of notes into an action plan

When to use it: After a workshop, brainstorm, or planning session where you collected a mess of ideas.

The prompt:

You are a project manager helping me organize a set of ideas into an action plan. Here are the raw notes: [paste]. Group them into themes. For each theme, suggest 2-3 concrete next steps. Identify any dependencies or things that need to be decided before others can move.

Why it works: Structure is what you're paying for here, not new ideas. You have the ideas. You need someone to put them in order.

Prompts for presentations and visual communication

According to a 2023 Microsoft and LinkedIn Work Trend Index, 70% of people said they'd delegate as much work as possible to AI to reduce their workload. Presentation prep is usually near the top of that list.

Prompt 10: Turn my bullet points into a slide narrative

When to use it: You have slides full of bullets and need someone to help you figure out what you're actually saying.

The prompt:

You are a presentation coach. Here are my slide bullet points: [paste]. Help me write a short spoken narrative for each slide, as if I'm presenting it. Each slide narrative should be 3-5 sentences. The audience is [describe].

What to check: Read it out loud. AI writes for reading, not speaking. You'll probably need to adjust the rhythm.

Prompt 11: Write talking points for a difficult conversation

When to use it: You need to tell someone something hard, like a project is delayed, a decision changed, or a budget got cut.

The prompt:

You are a communications coach helping me prepare for a difficult conversation. I need to tell [use a role, not a name, like "my client" or "my manager"] that [situation]. My goal is to be honest, not damage the relationship, and agree on a path forward. Give me 5 talking points and suggest how to open the conversation.

What to check: This is a framework, not a script. Adapt it to how you actually talk, and to what you know about the person. Real judgment about the human in front of you still belongs to you.

Prompt 12: Write a polite but firm follow-up

When to use it: You've asked for something twice and heard nothing. You need to follow up without burning anything down.

The prompt:

You are a professional communications assistant. I've followed up twice on [describe the request] with [their role, not their name] and haven't received a response. Write a polite but firm third follow-up email that makes clear I need a response by [date] to [reason]. Keep it under 100 words. Don't be passive-aggressive.

Why it works: Giving it a word limit and a tone instruction gets you something usable, not a five-paragraph diplomatic essay.

What to do before you send any AI output

Three things, every time.

First, read it. The whole thing. Not a skim. AI is very good at writing plausible sentences that say the wrong thing.

Second, remove anything you wouldn't want on a server you don't control. Real names, client data, salary information, confidential strategy. If you're not sure your company allows it, don't paste it in.

Third, make it yours. AI output sounds like AI output. A sentence or two changed into your actual voice makes a significant difference. For more on what skills actually matter here (spoiler: it's judgment, not prompting tricks), the AI skills guide for non-technical people is worth a read.

If you're using these tools at work and wondering whether to mention it to your manager, the honest answer on disclosure is more nuanced than you'd think.

AI is a fast, tireless first drafter. You are the editor, the quality check, and the person who knows the actual context. The division of labor matters.

For more on building this kind of workflow into your actual job (not just for emails but across your whole role), the practical ChatGPT at work guide has more depth on specific prompt patterns by job type.

Frequently asked questions

What's the best way to write AI prompts for work?

Use the role-context-task-format structure. Tell the AI who it's being (a business writer, an HR coach), what situation you're in, what you want done, and how you want it formatted. Vague prompts get vague output.

Is it safe to paste work documents into ChatGPT?

It depends on your company's policy and the sensitivity of the content. Never paste real employee names, client data, salary information, or confidential strategy without checking your company's AI policy first. When in doubt, anonymize the content before pasting.

How do I make sure AI doesn't make things up?

Tell it explicitly not to add information you haven't provided, and verify any numbers or specific claims before using them. AI is confident even when it's wrong. Treat every factual claim in the output as unverified until you check it.

Do I need to learn prompt engineering to use AI at work?

No. The basic role-context-task-format structure handles 90% of work use cases. Prompt engineering courses are mostly a business model, not a skill requirement. Use the tools, adjust as you go, and you'll figure out what works faster than any course will teach you.

Should I tell my boss I use AI for work tasks?

Probably yes, eventually, but the timing and framing matter. Most workplaces don't have a clear policy yet. Check out the full breakdown on AI disclosure at work for a more nuanced take.

What AI tool should I use for these prompts?

ChatGPT or Claude handle all 12 of these without any special setup. You don't need a paid subscription to start, though the paid versions are noticeably better. Ignore anything marketing itself as a specialized AI tool for your industry until you've exhausted what the basics can do.