Skip to content
Stack Plulse

50 AI Prompt Templates I Collected Over a Year — Copy, Paste, Done

Fifty prompt templates for writing, research, code, study and creative work, collected over a year of daily use. Copy, fill two blanks, done.

C cyanoxie Editors
11 min read
Share on X
Building a prompt library in Notion
On this page

First, a rant. I’ve watched too many people use AI like this: “write me a proposal.” Then they stare at the output and declare AI is useless.

Come on. That’s not using AI, that’s making a wish. Hand a new intern the brief “write a proposal” and three words later, what do you expect back? The problem was never the AI. It’s that you didn’t say what you wanted. And where most people actually get stuck is painfully specific: they want to use AI well, but they don’t know how to phrase the ask.

So I dug out every prompt I’ve accumulated over a year-plus of daily AI use — ones I wrote myself, ones adapted from other people’s shares, ones tuned through countless failures. This post is the result: 50 templates, sorted by scenario, all copy-paste ready. Just swap the [bracketed] parts with your own content and run.

This is not one of those “10 prompts that feel like magic” listicles. I’ve genuinely used every template here — about ten of them hundreds of times — and a few that the internet hypes but that underperform in real use get called out honestly.

Read This First: How to Use These

Three things, 30 seconds:

  • [Brackets] are slots to fill. Replace every bracketed part with your real content. The more specific your input, the better the output. Iron law.
  • Templates are skeletons, not spells. Don’t expect miracles from one paste. Unhappy with a run? Add context, add examples, add “don’t do X.”
  • Save what you tune. Build your own prompt library — tools for that at the end. Mine lives here:

Building a prompt library in Notion

My whole prompt library lives in one Notion page

1. Writing (8 Templates)

  1. Blog Outline Generator (my workhorse, used hundreds of times)
You are a veteran blogger in [niche]. I'm writing an article for
[target audience] about [topic]. My core angle: [angle].
Give me 3 structurally different outlines, max 6 sections each,
titles and bullet points only, and note which tone each suits.

Use when: starting any long-form piece — structure before prose. Output: three outlines with genuinely different approaches; picking and editing one is 10x faster than starting from zero.

  1. Headline Generator
I just finished an article about [topic]. Core angle: [angle].
Give me 10 titles: 5 restrained and professional, 5 with curiosity
hooks but zero clickbait. Max 15 words each. No exclamation marks.

Use when: titling a finished draft — your own first idea is always your worst anchor. Output: ten directions; usually 2-3 are directly usable.

  1. Email Formalizer
Rewrite the email below to be professional but not stiff.
Recipient: [who]. My goal: [goal]. Keep my meaning,
strip emotional phrasing, keep the tone natural.
[paste email]

Use when: you wrote an email while annoyed, or wrote garbage at 1 a.m. — run it through before sending. Output: instantly civil, and it reorders your points for you.

  1. AIDA Copy Formula
Write copy for [product] using AIDA (Attention-Interest-Desire-Action).
Target customer: [who]. Core selling point: [point].
Their biggest objection: [objection].
Under 120 words, conversational, no adjective stacking.

Use when: product pages, landing copy. Output: clean four-beat structure — the “objection” line is where the money is, fill it accurately.

  1. One Draft, Many Platforms
Repurpose the article below into a [platform] post: keep the core
argument and the story, under [word count], hook within the first
2 lines, end with a discussion question.
[paste article]

Use when: turning one long piece into LinkedIn / X posts. Output: one article squeezes out four or five platform posts.

  1. Ruthless Trimmer
Compress the text below to [word count]. Cut only filler,
never change meaning. Keep every data point and conclusion;
remove repeated arguments, empty adjectives, and throat-clearing.
[paste text]

Use when: over the word limit, or when your draft feels watery but you can’t say why. Output: it cuts harder than you would, with reasons.

  1. Story-fy Your Experience
Rewrite this experience as a vivid story: open inside the scene,
keep one turning point in the middle, end with a line people want
to share. First person, no melodrama. Material: [paste]

Use when: turning a flat anecdote into an article opener or a social post. Output: more moving than your version — but you vet the turning point.

  1. Job Application Opener
I'm applying for [role]. One-line background: [experience].
Write an 80-word self-intro opener that highlights only the single
best match between me and this role. No "Dear Hiring Manager"
clichés, no filler.

Use when: applications, cold outreach. Output: miles better than “I’m passionate about this industry” — but you must pick the right matching point.

2. Research (8 Templates)

  1. Three-Part Summary
Read the material below and output three parts:
1. The three core points, one sentence each
2. Two data points or examples I could actually use
3. One angle from which this material could be attacked
Material: [paste]

Use when: pre-reading a long report, or post-reading to make sure it stuck. Output: part 3 — the attack angle — is the soul of this template; it forces critical reading.

  1. Comparison Table
Compare [A] and [B] in a table with these dimensions:
price, core pros and cons, ideal user.
Final row must answer: when to pick A, when to pick B.

Use when: before any purchase or tool decision. Output: crystal clear — but verify the numbers yourself, AI invents prices sometimes.

  1. Devil’s Advocate
I hold this view: [view].
Argue against me from the opposing side: give the 3 strongest
counterarguments with supporting evidence. Don't phone it in.

Use when: before publishing an opinion piece, or before any big decision. Output: it regularly hits blind spots you genuinely didn’t see — I use this more than #10.

  1. Research Sorting
Categorize these materials by theme: name each category,
give each item a one-line summary,
and flag which items contradict each other.
[paste list]

Use when: your bookmarks exploded, or research pile has no obvious entry point. Output: turns a mess into a table of contents in 5 minutes; the contradiction flag often surprises.

  1. Two-Level Explanation
Explain [concept] twice: once a 10-year-old would understand,
once in proper technical terms. Then list the 2 most common
misconceptions about it.

Use when: you want real understanding of a new term, not “I sort of get it.” Output: the misconceptions section is instantly shareable.

  1. Data Interpretation
Context for this data: [context]. Data: [paste].
Find 3 noteworthy patterns, then flag 2 errors people commonly
make when interpreting this kind of data. No over-reading.

Use when: a report or survey landed and you don’t know what it means. Output: far more solid than “analyze this” — because it has defined deliverables.

  1. SWOT Analysis
Run a SWOT on [subject], minimum 3 points per quadrant,
each specific enough to act on. Banned: correct-sounding nothing
like "strong brand awareness." End with one action recommendation
based on the analysis.

Use when: business judgments, or the analysis section of a proposal. Output: 80% of AI SWOTs are fluff — this template blocks that exit specifically.

  1. User Persona Builder
My product is [product]. Write 3 typical user personas.
Each must include: identity, daily pain points, usage scenario,
and the reason they would NOT pay for this. That last one is
mandatory.

Use when: positioning before building or marketing anything. Output: “reasons they won’t pay” is the sharpest cut — most people only think about who buys.

3. Coding (9 Templates)

  1. Requirements to Code
Implement the following in [language/framework]: [feature].
Requirements: complete runnable code, comments on key logic,
input/output examples at the end.

Use when: scripts, prototypes. Output: “complete runnable + examples” is the magic phrase — omit it and AI serves you pseudocode.

  1. Error Diagnosis
My code throws an error. Locate the cause and fix it.
Error message: [paste]
Relevant code: [paste]
Environment: [language and version]

Use when: incomprehensible stack traces, or understandable errors with invisible fixes. Output: including the environment version noticeably raises accuracy — learned that the hard way.

  1. Code Review
Review the code below. List issues by severity:
security holes, performance risks, code smells.
Give a fix for each, then an overall score.
[paste code]

Use when: pre-submitting your own code, or inheriting legacy spaghetti. Output: it genuinely nitpicks — more politely than your colleagues.

  1. Comment Generator
Add comments to the code below: file header explaining purpose,
docstrings for functions covering params and returns,
inline comments only where logic is complex. Do NOT translate
code line by line. [paste code]

Use when: inheriting an undocumented project. Output: keep the “no line-by-line translation” clause or it will annotate x = 1.

  1. Unit Test Generator
Write unit tests for the function below covering: normal cases,
edge cases, and error cases. Use [test framework],
and note what each test verifies. [paste function]

Use when: you skip tests because they’re boring. Output: the edge cases are usually more thorough than what you’d list by hand.

  1. Refactoring Plan
This code works but it's a mess. Give me a refactoring plan:
first the 3 worst spots and why, then the fully refactored code,
keeping the external interface unchanged. [paste code]

Use when: code that runs but hurts to read. Output: “explain before touching” ordering stops it from silently changing your logic.

  1. Regex Generator
Write a regex that [describe matching rule].
Provide the regex, an explanation of each part,
and 3 examples that match plus 3 that don't.

Use when: every moment you refuse to memorize regex syntax. Output: the test cases are copy-paste verifiable — genuinely great.

  1. SQL Generator
Table schema: [paste schema].
Write a SQL query that [requirement], explain the execution logic,
and if there's a more efficient approach, give it proactively
with the reason.

Use when: you know the need but not the query, or fear your version is slow. Output: it will often flag your SELECT * unprompted.

  1. Tech Stack Decision
I'm building [project] and torn between [A] and [B].
Compare on learning curve, ecosystem maturity, and long-term
maintenance. Give a clear recommendation with reasons.
"Both have merits" conclusions are banned.

Use when: choosing a stack. Output: without blocking fence-sitting, you get a fence-sitting answer.

Interlude: 3 Mindsets for Writing Prompts

You won’t memorize 50 templates, and you don’t need to. These three mindsets are what you actually take with you.

Mindset one: the template is the skeleton — the flesh is on you. The same template with “write about productivity” versus “write for someone three months into remote work whose calendar is destroying them” produces different universes. The template owns structure; you own context. The harder you feed it background, the more AI feels like someone who knows you.

Mindset two: run any template three times and you’ll know what to fix. Don’t chase perfection out of the gate. Not one of my 50 templates was born right — every one came from fail → add a constraint → rerun → adjust. The “no exclamation marks” clause in my headline template? That’s a scar from “10 titles that will SHOCK you.”

Mindset three: turn your repeated setup into a “personal context block.” If you explain to AI every time — “I do export e-commerce, my readers are small sellers, keep the tone casual” — that paragraph itself should be a saved template, pasted at the top of everything. This one move raised the quality of all my outputs a full level. Highest ROI thing I did all year.

4. Learning (8 Templates)

  1. Feynman Tutor
You are a teacher of [subject]. I want to learn [topic].
Rules: teach one small concept at a time, then quiz me with one
question to check understanding. If I get it wrong, re-teach from
a different angle. Start from the basics. Begin lesson one now.

Use when: learning anything systematic — way more interactive than video courses. Output: it actually waits for your answer and actually re-teaches; retention beats passive watching.

  1. Self-Quiz Generator
I just finished studying [topic]. Quiz me with 5 questions:
3 conceptual + 2 applied. Don't show answers yet.
After I answer, grade me and expose my understanding gaps.

Use when: post-book or post-course verification — the cure for “I thought I knew this.” Output: the two applied questions are usually lethal.

  1. Flashcard Factory
Turn the knowledge points below into Q&A flashcards
(front: question, back: answer). Sort by importance and mark
which ones suit spaced repetition. [paste points]

Use when: vocabulary, exam prep, concepts. Output: import straight into Anki or similar.

  1. Concept Connection
Explain how [concept A] and [concept B] differ and relate,
then give one real example that uses both at the same time.

Use when: two concepts keep blurring together. Output: that shared real example usually draws the boundary in one stroke.

  1. Wrong Answer Autopsy
I got this problem wrong. Problem: [paste]
My reasoning was: [your reasoning]
Point out exactly where my logic broke, what knowledge gap caused
it, then give me a similar problem to retry.

Use when: problem sets, exam prep. Output: it diagnoses your reasoning, not the answer key — worth ten normal explanations.

  1. Study Plan Builder
I want to learn [skill] within [timeframe]. Current level: [level].
I can invest [hours] hours per week.
Build a weekly plan with a verification standard per phase;
make the first two weeks daily-granular.

Use when: starting any new skill. Output: the “verification standard” is the whole value — without it, a plan is a wish.

  1. Language Practice Partner
Practice [language] conversation with me. You play [role/scenario];
we just talk. After each of my turns, reply normally first,
then list my mistakes with more natural phrasing below.
Don't break conversation flow. You say hi first.

Use when: no speaking partner, too embarrassed to stumble in public. Output: better than drilling phrasebooks — and AI has infinite patience at 3 a.m.

  1. Cross-Domain Analogy
Explain [concept to learn] using an analogy from [a field I know
well — cooking, basketball, gaming]. The analogy must map at least
3 key features, then state clearly where the analogy breaks down.

Use when: a hard concept won’t crack. Output: “where it breaks down” is the gem — it stops you from mistaking metaphor for truth.

5. Creativity (8 Templates)

  1. Quantity Brainstorm
Give me 20 ideas around [topic]. First 10: solid and executable.
Last 10: absurd but possibly hiding gold. Quantity first,
no self-censorship.

Use when: topic hunting, event planning, any creative stall. Output: the absurd batch lands more than you’d think — at least 3 of my articles were fished out of it.

  1. Story Framework
Build me a story framework. Genre: [genre]. Protagonist: [setup].
Core conflict: [conflict]. Output three acts,
each with key events and the protagonist's emotional turning points.

Use when: fiction, brand stories, video scripts. Output: complete skeleton, and the emotional line is its strength.

  1. Name Generator
Name my [product/project]. Positioning in one line: [positioning].
Requirements: easy to say, easy to remember. Give 15 candidates
split into three groups: Safe / Bold / Weird.
Pick one per group and explain the logic.

Use when: product names, newsletter names, project codenames. Output: one or two of the 15 will make your eyebrows jump — still check domains and trademarks yourself.

  1. Slogan Batch
Write 10 slogans for [product], max 8 words each.
Core selling point: [point]. Style progression: from serious
to unhinged, one step at a time.

Use when: posters, taglines, bios. Output: the “gradually unhinged” instruction is the trick — the later ones often beat the earlier ones.

  1. Character Builder
Design a character for [story/game/brand IP].
Output: identity, personality, core desire, core fear,
and one self-contradictory trait. Personality must include flaws.
No perfect characters.

Use when: fiction, avatars, mascots. Output: the contradiction is what makes a character instantly three-dimensional — I stole that move from produced screenwriters.

  1. Design Brief Writer
I'm commissioning a designer for [deliverable]. Write a brief:
background, target audience, desired style (2 reference examples),
must-have elements, and explicitly unwanted elements.

Use when: hiring a designer, or briefing an image AI. Output: cuts communication cost in half — the “don’t want” column has saved my life.

  1. Reverse Brainstorm
Our goal is [goal].
List the 10 surest ways to sabotage it.
I'll check my plan against each one; you elaborate on consequences.

Use when: project kickoff, before writing any plan. Output: more painful and more useful than positive planning. The internet-hyped “ask AI how to succeed” is honestly mid — asking how to fail works better. That’s my conclusion after testing both.

  1. Topic Bank Builder
My account targets [audience] in the [niche] space.
Generate 30 topics: 10 beginner, 10 advanced, 10 contrarian.
One line per topic explaining the angle.

Use when: monthly content planning. Output: a month of topics in one shot — handle the contrarian batch with your own judgment.

6. Productivity (9 Templates)

  1. Daily Schedule Sorter
Today's tasks: [paste list].
Sort by importance/urgency, propose a time schedule,
and identify which task I'm most likely to procrastinate on
and how to prevent it.

Use when: every morning, or Monday drownings. Output: the procrastination prediction is scarily accurate.

  1. Weekly Review Companion
Walk me through this week's review. What I got done: [paste].
Analyze: what worked, where I got stuck, and the ONE thing to
change next week. Ask me one question at a time —
wait for my answer before the next.

Use when: Friday afternoon or Sunday night. Output: “one question at a time” is mandatory, or it fires five questions at once and drowns you.

  1. Meeting Notes Processor
Turn these meeting notes into minutes, in this fixed order:
decisions first, then action items (owner + deadline),
finally unresolved disagreements. Do not sugarcoat anyone.
[paste transcript]

Use when: after any long meeting, or post-transcription. Output: “do not sugarcoat” is a clause I added after it turned a shouting match into “a frank exchange of views.”

  1. Decision Matrix
I'm torn between [option A] and [option B].
List the 6 criteria that matter most for me, have me score each
1-5, and challenge why I gave each score. Total it at the end
and point out which score might be self-deception.

Use when: job offers, big purchases, any limbo. Output: AI doesn’t decide for you — it shows you which side you already picked.

  1. Task Breakdown
Break [big task] into executable small steps.
For each: estimated time, definition of done, and whether it can
be delegated. Then tell me which single step to start with.

Use when: any project too big to start. Output: procrastination antidote — the “first step” comes out small enough that delaying feels sillier.

  1. Three-Version Email Reply
This email needs my reply: [paste email].
Give me 3 versions: a two-line instant reply, a standard
professional reply, and one that pushes back for my interests.
My relationship with the sender: [relationship].

Use when: any email that’s awkward to answer. Output: version three often raises the thing you were too polite to ask for.

  1. Hard Conversation Rehearsal
I'm about to discuss [topic] with [person].
My ask: [ask]. Their likely position: [position].
Rehearse with me: their 3 most likely objections and my responses,
then give me one opening line.

Use when: salary talks, negotiations, any conversation you’re dreading. Output: after one rehearsal, your resting heart rate drops ten beats in the actual room.

  1. Universal Checklist
Build me a preparation checklist for [event/project],
in chronological order, one item per line.
Then separately flag the 3 items people most commonly forget.

Use when: travel, moving, launches, events. Output: the “commonly forgotten 3” hit rate is high — I don’t travel without it anymore.

  1. Habit Design
I want to build [habit], but I always fail at [specific failure].
Design a plan using "smallest action + attach to existing habit +
instant reward." Requirement: step one must be so small
it's impossible to fail.

Use when: New Year’s resolution rescue, any time of year. Output: the “smallest action” it designs is often laughably tiny — and it actually gets you moving.

Tools for Managing Your Prompts

Fifty templates with no system means they’re gone in a week. My setup is simple: everything in one document, organized by scenario, favorites pinned.

Free tools that will carry you a long way:

  • PromptBox — a dedicated prompt organizer. Gorgeous, supports variable placeholders, and the free tier is plenty for personal use.

PromptBox homepage

PromptBox — the best-looking way to hoard prompts

  • Notion — what I use. Build a small database with fields for scenario, rating, and last-used date. Freer than any dedicated tool.
  • Obsidian — the local-storage crowd’s favorite. Prompts feel safest on your own disk, and search is instant.

Obsidian homepage

Obsidian — local notes, your data your rules

On the paid side, no hype, just facts: PromptBase is the largest prompt marketplace — a few dollars buys someone else’s tuned template, worth it if you want a shortcut [link here]. TypingMind and similar AI frontends with built-in prompt libraries suit heavy users [link here]. My honest take: beginners shouldn’t spend money yet. Free templates plus three months of your own iteration will beat anything you buy — because in those three months you figure out what you actually need.

PromptBase homepage

PromptBase — 310k prompts for sale. Know what you’re buying.

Final Word

Templates are dead things. People are alive.

If you use these 50 templates word-for-word until the end of time, you’ll have wasted them. Their real purpose: take them, run them a few times, tune them until they fit your workflow like a glove — then they stop being mine and become yours. For every template in my library, three dead versions got deleted along the way. Those three are the actual accumulation of this year.

Use prompts long enough and you’ll notice something: a good prompt is really just proof that you finally know what you want. AI just forces that clarity out of you.

These are a starting point. Go write your first template.

Bookmark responsibly — and like first, or these 50 templates hit the graveyard of saved-never-read with 99% probability. If one of them works a miracle for you, tell me in the comments.

Frequently asked questions

Do these prompts work on every AI model?

Yes. The templates are written without model-specific syntax, so they run on ChatGPT, Claude, Gemini and local models. Longer templates benefit from a model with a large context window.

Why use a template instead of just asking?

A template forces you to supply context, audience and constraints — the three things a bare one-line request leaves out. That difference is why generic prompts return generic output.

How should I organise a growing prompt library?

Keep prompts next to the work they support. Notion or Obsidian work well because both are searchable and plain-text friendly; a dedicated prompt manager is only worth it once you pass a few hundred entries.

Keep reading

Related deep dives

Browse all articles
Newsletter

Get the next teardown in your inbox

One deeply-researched tool breakdown every other Tuesday. No sponsor pitches, unsubscribe in one click.