AI Prompt Templates

AI Prompt Library

Copy-Ready AI Prompt Templates for Every Task

This AI prompt templates library gives you reusable prompts for writing, business, marketing, coding, research, learning, productivity, and creative work.

Customize the bracketed placeholders and use each template with ChatGPT, Claude, Gemini, Copilot, and other generative AI tools.

  • Copy-ready prompts
  • Practical use cases
  • Easy customization
  • Multiple AI tools
Template formula Role + Goal + Context + Requirements + Output Format
01
Quick start

AI Prompt Templates Quick Start

Use these six steps to turn any copy-ready template into a prompt tailored to your task, audience, requirements, and preferred output.

Template workflow Choose + Customize + Add Context + Set Requirements + Define Format + Refine
01

Choose a Template

Select the template that most closely matches the result you want the AI to produce.

Example: Blog outline template
02

Replace Placeholders

Replace every bracketed placeholder with specific information about your task.

[topic] → beginner home workouts
03

Add Relevant Context

Include the background, goal, audience, source material, or situation the AI needs to understand.

Audience: busy beginners with no equipment
04

Set Requirements

Define useful boundaries such as tone, length, accuracy, exclusions, and required details.

Use plain English and limit it to five sections.
05

Define the Output

Tell the AI exactly how the final response should be organized and formatted.

Return a Markdown table with four columns.
06

Review and Refine

Check the first response and request focused revisions instead of restarting with a vague instruction.

Revise section two with clearer examples.
02 · Copy-ready foundation

Universal AI Prompt Template

Use this flexible template for almost any task. Replace the bracketed placeholders and remove any instruction that is not relevant.

Reusable template

Build Your AI Prompt

Act as [role or area of expertise].

Goal:
[Describe the exact result you want.]

Context:
[Provide the situation, background, audience, source material, and relevant data.]

Requirements:
- [Required detail or step]
- [Constraint, boundary, or exclusion]
- [Tone, length, or accuracy requirement]
- [Any fact, source, or example the response must use]

Output format:
[Specify the structure, headings, fields, length, and formatting.]

Success criteria:
[Describe what a useful, accurate, and complete result should achieve.]

If essential information is missing, ask concise clarifying questions before completing the task.
Completed example

Product Launch Plan

Act as a senior product marketing strategist.

Goal:
Create a practical four-week launch plan for a new project-management app for freelancers.

Context:
The app helps solo professionals organize clients, deadlines, invoices, and recurring tasks. The launch budget is limited to $5,000.

Requirements:
- Define the target audience and core value proposition.
- Include pre-launch, launch-week, and post-launch activities.
- Recommend low-cost content and community channels.
- Assign one measurable KPI to every activity.
- Avoid tactics that require an existing large audience.

Output format:
Return a Markdown table with the columns Week, Objective, Activity, Channel, Owner, Budget, and KPI.

Success criteria:
The plan must be realistic for a two-person team and ready to execute without additional strategy work.
03
Writing & editing

Writing and Editing Prompt Templates

Draft, rewrite, proofread, and improve text while preserving the intended meaning, audience, facts, and voice.

First draft

Write from a Brief

Act as an experienced [type of writer].

Write a [content type] about [topic].

Purpose:
[What the content should help the reader understand, decide, or do.]

Audience:
[Describe the intended reader and what they already know.]

Key points to include:
- [Key point 1]
- [Key point 2]
- [Key point 3]

Requirements:
- Use a [tone] tone.
- Keep the content between [length].
- Use only the supplied facts.
- Avoid [claims, phrases, style, or topics to exclude].
- Include [examples, evidence, steps, or recommendations].

Output format:
[Specify headings, paragraphs, bullets, table, or other structure.]

Source material:
[Paste notes, facts, or references.]
Clarity

Rewrite and Improve

Rewrite the text below to improve clarity, flow, and readability.

Audience:
[target reader]

Requirements:
- Preserve the original meaning and factual claims.
- Use plain, natural language.
- Remove repetition, filler, and vague wording.
- Prefer active voice when it improves clarity.
- Keep important qualifications and uncertainty.
- Do not add facts that are not present in the source.
- Maintain a [professional / friendly / confident / neutral] tone.
- Keep the revised version under [length].

After the rewrite, provide a short list of the most important changes.

Text:
[Paste text]
Quality control

Proofread and Correct

Proofread the text below.

Check for:
- Spelling and grammar errors
- Incorrect punctuation
- Awkward or unclear sentences
- Inconsistent capitalization and terminology
- Repeated words or unnecessary repetition
- Formatting inconsistencies

Rules:
- Preserve the author's meaning and voice.
- Make only necessary corrections.
- Do not rewrite correct sentences purely for stylistic preference.
- Do not add new facts or arguments.

Output:
1. Provide the corrected text.
2. List any changes that materially affect meaning or clarity.
3. Flag statements that appear ambiguous but cannot be safely corrected without more context.

Text:
[Paste text]
Voice & style

Change the Tone

Rewrite the text below in a [desired tone] tone for [target audience].

The revised text should sound:
- [quality 1]
- [quality 2]
- [quality 3]

Preserve:
- The original meaning
- All important facts
- Names, numbers, dates, and technical terms
- The approximate length unless shortening improves clarity

Avoid:
- Exaggerated claims
- Unnecessary jargon
- Clichés
- A robotic or overly formal style
- Adding information not found in the original

Return only the revised text.

Text:
[Paste text]
04
Content creation

Blog and Content Prompt Templates

Plan useful articles, create detailed content briefs, draft from approved sources, and repurpose existing material into new formats.

Planning

Create a Blog Outline

Act as an experienced content strategist.

Create a detailed outline for a blog post about [topic].

Audience:
[target reader]

Search intent:
[informational / commercial / transactional / navigational]

Reader goal:
[What the reader should understand or accomplish.]

Requirements:
- Propose one clear working title.
- Organize the article with logical H2 and H3 headings.
- Explain the purpose of every section.
- Include important questions the article should answer.
- Identify where examples, data, screenshots, or expert sources are needed.
- Avoid overlapping sections and unnecessary filler.
- Include a concise conclusion with an appropriate next step.

Output format:
Return a structured outline with Title, Introduction, H2 sections, H3 subsections, Key Points, Evidence Needed, and Conclusion.
Production

Draft a Source-Based Article

Act as a professional writer with expertise in [subject].

Write a [length]-word article about [topic] for [target audience].

Purpose:
[What the article should help readers understand, decide, or do.]

Requirements:
- Follow the approved outline below.
- Use plain, accurate language.
- Explain unfamiliar terms when first introduced.
- Use only information supported by the supplied sources.
- Distinguish facts from interpretation or recommendations.
- Include practical examples where supported.
- Do not invent statistics, quotations, sources, or product claims.
- Use descriptive H2 and H3 headings.
- End with a concise summary and useful next step.

Approved outline:
[Paste outline]

Sources:
[Paste source material or links]
Editorial strategy

Build a Content Brief

Act as a senior content strategist.

Create an actionable content brief for an article about [topic].

Business goal:
[traffic / leads / education / product adoption / authority]

Target audience:
[Describe the reader, experience level, and primary problem.]

Primary query or topic:
[keyword or subject]

Include:
1. Recommended title
2. Search intent
3. Reader goal
4. Unique angle
5. Recommended word-count range
6. H2 and H3 outline
7. Questions the article must answer
8. Examples or evidence needed
9. Relevant internal-link opportunities
10. Potential external sources
11. Conversion or next-step recommendation
12. Accuracy risks and claims requiring verification

Avoid generic advice. Make every recommendation specific enough for a writer to execute.
Repurposing

Turn One Article into Multiple Assets

Repurpose the source content below into multiple standalone assets.

Audience:
[target audience]

Brand voice:
[professional / friendly / educational / bold / other]

Create:
1. A concise email newsletter
2. Five social-media posts with different angles
3. A short video script
4. A seven-slide carousel outline
5. Three headline variations
6. Five key takeaways
7. Two discussion questions

Rules:
- Preserve the original facts and meaning.
- Do not introduce unsupported claims.
- Adapt each asset to its format instead of merely shortening the article.
- Avoid repeating the same opening or message across every asset.
- Include a clear next step where appropriate.

Source content:
[Paste article, transcript, or notes]
05
Search optimization

SEO Prompt Templates

Analyze supplied search data, improve on-page elements, create metadata, and identify useful internal-link opportunities without inventing SEO metrics.

Search intent

Classify Keywords and Intent

Act as an SEO strategist.

Analyze the supplied keyword list for [website, product, or topic].

For each keyword:
- Identify the likely search intent.
- Assign one category: informational, commercial, transactional, or navigational.
- Group closely related keywords into logical topic clusters.
- Recommend one primary keyword for each cluster.
- Identify supporting secondary keywords.
- Suggest the most appropriate content type.
- Flag keywords with ambiguous intent.

Rules:
- Use only the supplied keyword data.
- Do not invent search volume, competition, CPC, or trend data.
- Explain any uncertain classification.
- Avoid creating separate pages for keywords with the same underlying intent.

Output format:
Return a Markdown table with Keyword, Intent, Cluster, Recommended Page Type, Primary or Secondary, and Notes.

Keyword data:
[Paste keyword list and available metrics]
On-page SEO

Audit and Improve a Page

Act as a technical SEO and content specialist.

Audit the page content below for the primary query [focus keyword].

Evaluate:
1. Whether the page satisfies the likely search intent
2. Title and H1 clarity
3. Heading hierarchy
4. Topic coverage and missing reader questions
5. Repetition and unnecessary sections
6. Internal-link opportunities
7. Claims that require sources or verification
8. Image and media opportunities
9. Scannability and mobile readability
10. A clear next step for the reader

Rules:
- Prioritize reader value over keyword repetition.
- Do not recommend arbitrary keyword-density targets.
- Do not invent ranking factors, traffic, or competitor data.
- Preserve accurate, useful content.
- Separate critical issues from optional improvements.

Output format:
Return Findings, Priority Fixes, Suggested Heading Structure, Internal Links, and Final Checklist.

Page content:
[Paste page text or HTML]
Search snippets

Create SEO Titles and Descriptions

Create SEO title and meta-description options for the page described below.

Primary query:
[focus keyword]

Search intent:
[informational / commercial / transactional / navigational]

Page value:
[What makes the page useful or different.]

Requirements:
- Place the primary query naturally near the beginning of the title.
- Keep every title clear, specific, and readable.
- Avoid clickbait, unsupported superlatives, and keyword stuffing.
- Make every description accurately summarize the page.
- Include a meaningful benefit or reason to visit.
- Do not promise features that the page does not contain.

Return:
- Five SEO title options
- Five matching meta descriptions
- Character count for every option
- One recommended title-description pair with a short explanation

Page summary:
[Paste summary or page content]
Site architecture

Find Internal-Link Opportunities

Act as an SEO site-architecture specialist.

Identify useful internal-link opportunities between the current page and the supplied site pages.

Current page:
Title: [title]
Primary topic: [topic]
Content: [paste content or summary]

Available internal pages:
[Paste page titles, URLs, and short descriptions]

For every recommended link:
- Name the source section where the link fits naturally.
- Select the most relevant destination page.
- Suggest descriptive anchor text.
- Explain how the link helps the reader.
- Avoid repeating the same destination unnecessarily.

Rules:
- Recommend only contextually relevant links.
- Use only URLs from the supplied list.
- Do not invent pages or URLs.
- Avoid generic anchor text such as "click here."
- Flag important topic gaps that require a new page rather than a forced link.

Output format:
Return a table with Source Section, Destination Page, URL, Suggested Anchor Text, and Reader Benefit.
06
Social content

Social Media Prompt Templates

Plan platform-specific content, write useful posts, create carousels, and turn source material into short-form social content.

Planning

Create a Content Calendar

Act as a social media strategist.

Create a [number]-week content calendar for [brand, creator, or organization].

Primary goal:
[awareness / education / engagement / leads / community]

Audience:
[Describe the target audience.]

Platforms:
[list platforms]

Content pillars:
- [Pillar 1]
- [Pillar 2]
- [Pillar 3]

Available resources:
[team, time, existing content, images, video, budget]

Requirements:
- Adapt every idea to the selected platform.
- Balance educational, practical, conversational, and promotional content.
- Avoid repeating the same angle.
- Include a clear purpose for every post.
- Do not invent product claims, statistics, or customer stories.
- Keep the schedule realistic for the available resources.

Output format:
Return a table with Date, Platform, Content Pillar, Topic, Format, Hook, Key Message, CTA, and Asset Needed.
Platform copy

Write a Social Media Post

Write a social media post for [platform] about [topic].

Audience:
[target reader]

Goal:
[What the post should help the audience understand, feel, or do.]

Brand voice:
[professional / friendly / educational / bold / concise]

Include:
- A strong but accurate opening
- One clear main idea
- A practical example or takeaway
- A natural call to action
- Relevant hashtags only if appropriate for the platform

Requirements:
- Match the conventions and typical length of [platform].
- Use short paragraphs and natural language.
- Avoid clickbait, exaggerated claims, and generic motivational filler.
- Do not invent facts or results.
- Do not use emojis unless they fit the brand voice.

Source information:
[Paste facts, notes, article, or announcement]

Return three variations with different opening angles.
Visual storytelling

Create a Carousel Outline

Turn the source material below into a [number]-slide social media carousel.

Platform:
[LinkedIn / Instagram / other]

Audience:
[target audience]

Goal:
[educate / explain / compare / summarize / persuade]

Structure:
- Slide 1: Clear title or problem
- Slides 2–[number minus 2]: One focused idea per slide
- Penultimate slide: Key takeaway or checklist
- Final slide: Relevant next step or discussion question

Requirements:
- Keep every slide understandable on its own.
- Use a short headline and concise supporting text.
- Preserve important qualifications and factual accuracy.
- Avoid repeating the same statement across slides.
- Suggest one simple visual concept for every slide.
- Do not invent statistics, quotations, or examples.

Output format:
Return Slide Number, Headline, Supporting Copy, and Visual Direction.

Source material:
[Paste content]
Short-form video

Write a Short Video Script

Write a [duration]-second vertical video script about [topic].

Platform:
[TikTok / Instagram Reels / YouTube Shorts / other]

Audience:
[target viewer]

Goal:
[teach / demonstrate / explain / promote / start a discussion]

Requirements:
- Open with a clear reason to keep watching.
- Focus on one main idea.
- Use conversational language that sounds natural when spoken.
- Include one practical example or demonstration.
- Avoid a long introduction and unnecessary filler.
- Do not make unsupported claims.
- End with a useful takeaway or relevant call to action.

Output format:
Return a table with Time, Spoken Script, On-Screen Text, and Visual Direction.

Source material:
[Paste facts, notes, or source content]
07
Email communication

Email Prompt Templates

Draft clear professional emails, improve replies, write useful follow-ups, and turn source material into focused newsletters.

Professional writing

Write a Clear Email

Write a professional email to [recipient or role].

Purpose:
[Explain why you are writing.]

Context:
[Provide the relevant situation, history, or background.]

Key information:
- [Important point 1]
- [Important point 2]
- [Important point 3]

Requested action:
[What the recipient should do and by when.]

Tone:
[professional / friendly / appreciative / apologetic / firm]

Requirements:
- Use a clear subject line.
- State the purpose early.
- Keep the email concise.
- Make the requested action specific.
- Preserve all names, dates, amounts, and deadlines.
- Avoid unnecessary jargon and exaggerated language.

Return:
1. Subject line
2. Email body
3. A shorter alternative version
Reply assistance

Draft a Thoughtful Reply

Draft a reply to the email below.

My goal:
[What the reply should accomplish.]

My position:
[What I agree with, disagree with, can offer, or need clarified.]

Tone:
[professional / warm / concise / diplomatic / firm]

Include:
- Acknowledge the sender's main point.
- Answer every direct question.
- Clarify any misunderstanding.
- State the next step, owner, and deadline when relevant.
- Ask only essential follow-up questions.

Rules:
- Do not commit me to anything not stated in my instructions.
- Do not invent facts, dates, decisions, or availability.
- Avoid repeating the sender's entire message.
- Keep the reply under [length].

Original email:
[Paste email]
Follow-up

Write a Polite Follow-Up

Write a polite follow-up email about [topic, request, proposal, or meeting].

Recipient:
[name or role]

Previous contact:
[Describe when and how you last contacted them.]

Reason for following up:
[Explain what response, decision, document, or action is needed.]

Deadline or timing:
[date or time frame]

Tone:
[professional / friendly / concise / gently urgent]

Requirements:
- Refer briefly to the previous communication.
- Restate the request clearly.
- Explain why the timing matters without sounding demanding.
- Make it easy for the recipient to respond.
- Offer a reasonable next step or alternative.
- Keep the email under [length].

Return two versions:
1. Standard follow-up
2. Short final reminder
Newsletter

Create an Email Newsletter

Create an email newsletter based on the source material below.

Audience:
[target subscribers]

Primary goal:
[educate / inform / promote / drive traffic / announce]

Main message:
[The single most important takeaway.]

Include:
- Three subject-line options
- Preview text
- A concise opening
- The most useful information from the source
- Clear subheadings
- One primary call to action
- A short closing

Requirements:
- Use a [brand voice] tone.
- Keep the newsletter under [length].
- Make the value clear before the call to action.
- Avoid clickbait and unsupported claims.
- Do not introduce facts not found in the source.
- Make the email easy to scan on mobile.

Source material:
[Paste article, announcement, notes, or offer]
08
Marketing strategy

Marketing Prompt Templates

Analyze supplied customer data, clarify positioning, plan campaigns, and create accurate landing-page messaging.

Audience research

Build an Evidence-Based Persona

Act as a market research analyst.

Create an evidence-based audience persona using only the supplied research.

Product or service:
[Describe the offer.]

Research data:
[Paste survey results, interviews, reviews, support tickets, analytics, or sales notes.]

Identify:
1. Primary goals
2. Most important problems
3. Common objections
4. Decision criteria
5. Current alternatives
6. Frequently used language
7. Information needed before purchasing
8. Preferred channels, if supported by the data
9. Relevant differences between audience segments
10. Important unanswered questions

Rules:
- Separate direct evidence from reasonable inference.
- Quote or reference the supplied data when useful.
- Do not invent demographics, motivations, income, behavior, or preferences.
- Mark unsupported assumptions clearly.
- Recommend additional research for important gaps.

Output format:
Return Persona Summary, Evidence, Goals, Problems, Objections, Decision Criteria, Messaging Implications, and Research Gaps.
Positioning

Create a Value Proposition

Act as a product positioning strategist.

Develop a clear value proposition for [product or service].

Target customer:
[Describe the customer.]

Customer problem:
[Describe the specific problem or unmet need.]

Product capabilities:
[List verified features and capabilities.]

Evidence:
[Provide proof, research, results, or customer feedback.]

Alternatives:
[Describe competing products or current workarounds.]

Create:
1. One-sentence value proposition
2. Short positioning statement
3. Three benefit-led headline options
4. Three supporting proof points
5. Common objection and response
6. Messaging that should be avoided

Rules:
- Translate features into accurate customer benefits.
- Do not invent performance claims or customer results.
- Avoid vague phrases such as "best-in-class" unless supported.
- Make the differentiation specific and understandable.
- Flag any claim that requires stronger evidence.
Campaign planning

Create a Marketing Campaign Plan

Act as a senior marketing strategist.

Create a campaign plan for [product, service, event, or launch].

Objective:
[specific business goal]

Target audience:
[describe the audience]

Core message:
[primary value proposition]

Campaign period:
[start date and end date]

Available channels:
[list approved channels]

Budget and resources:
[budget, team, assets, tools, and limitations]

Include:
- Campaign objective and measurable KPIs
- Audience insight and message
- Channel strategy
- Content and asset plan
- Weekly timeline
- Responsibilities
- Budget allocation
- Tracking requirements
- Risks and contingency actions
- Post-campaign review plan

Rules:
- Keep the plan realistic for the available resources.
- Do not invent benchmarks or expected results.
- Connect every activity to an objective and KPI.

Output format:
Return an executive summary followed by a campaign table with Phase, Activity, Channel, Owner, Deadline, Budget, and KPI.
Conversion copy

Write Landing-Page Copy

Act as a conversion copywriter.

Write landing-page copy for [product, service, event, or offer].

Target audience:
[describe the intended customer]

Primary problem:
[problem the offer addresses]

Verified benefits:
- [Benefit 1]
- [Benefit 2]
- [Benefit 3]

Verified features:
- [Feature 1]
- [Feature 2]
- [Feature 3]

Evidence:
[testimonials, data, guarantees, credentials, or proof]

Primary action:
[the action visitors should take]

Create:
1. Hero headline
2. Supporting subheadline
3. Primary CTA
4. Problem section
5. Benefits section
6. How-it-works section
7. Proof section
8. Objection-handling section
9. FAQ suggestions
10. Final CTA

Rules:
- Use only verified claims and evidence.
- Do not invent urgency, scarcity, testimonials, or results.
- Keep the message specific and easy to scan.
- Match the tone [describe tone].
09
Workflows & planning

Business and Productivity Prompt Templates

Prepare meetings, turn goals into project plans, compare decisions, and document repeatable operating procedures.

Meetings

Create an Effective Meeting Agenda

Create a focused meeting agenda.

Meeting:
[meeting name]

Objective:
[The decision, outcome, or progress the meeting must achieve.]

Participants:
[List roles or attendees.]

Duration:
[number of minutes]

Context:
[Relevant background, previous decisions, or current status.]

Topics:
- [Topic 1]
- [Topic 2]
- [Topic 3]

Requirements:
- Prioritize decisions and discussion over status updates.
- Assign a time limit and owner to every agenda item.
- Identify required pre-reading or preparation.
- Separate discussion items from decisions.
- Reserve time for actions, owners, and deadlines.
- Remove topics that can be handled asynchronously.

Output format:
Return Meeting Objective, Preparation, Timed Agenda, Decisions Required, and Action-Item Template.
Project planning

Turn a Goal into a Project Plan

Act as an experienced project manager.

Create an actionable project plan for [project].

Desired outcome:
[Define the final deliverable and success criteria.]

Deadline:
[date]

Available resources:
[team, budget, tools, time, and existing assets]

Constraints:
[dependencies, exclusions, risks, approvals, or limitations]

Create:
1. Project scope
2. Out-of-scope items
3. Major phases
4. Specific deliverables
5. Tasks and subtasks
6. Dependencies
7. Owners or required roles
8. Milestones and deadlines
9. Risks and mitigation actions
10. Progress metrics
11. Review and approval points

Rules:
- Keep the plan realistic for the stated resources.
- Identify missing information and assumptions.
- Do not invent team availability or budget.
- Separate required work from optional enhancements.

Output format:
Return a project summary followed by a table with Phase, Task, Owner, Dependency, Deadline, Deliverable, and Status.
Decision support

Create a Decision Memo

Act as an impartial business analyst.

Create a decision memo for [decision].

Decision required:
[State the exact question.]

Options:
- [Option 1]
- [Option 2]
- [Option 3]

Evaluation criteria:
- [Criterion 1]
- [Criterion 2]
- [Criterion 3]

Evidence and constraints:
[Paste verified data, costs, requirements, risks, and limitations.]

Include:
1. Executive summary
2. Decision context
3. Options considered
4. Comparison against each criterion
5. Benefits and limitations
6. Risks and reversibility
7. Missing information
8. Recommended option
9. Conditions that would change the recommendation
10. Immediate next steps

Rules:
- Use only the supplied evidence.
- Separate facts, assumptions, and judgment.
- Do not hide meaningful disadvantages.
- Do not force a recommendation if evidence is insufficient.
Documentation

Write a Standard Operating Procedure

Act as an operations documentation specialist.

Create a standard operating procedure for [process].

Purpose:
[Why the process exists.]

Users:
[Who performs the process and their experience level.]

Inputs:
[Information, files, tools, permissions, or materials required.]

Process notes:
[Paste the current steps, observations, and known rules.]

Create:
1. Purpose
2. Scope
3. Roles and responsibilities
4. Prerequisites
5. Numbered procedure
6. Decision points and exceptions
7. Quality checks
8. Common errors and recovery steps
9. Escalation conditions
10. Records or evidence to retain
11. Review schedule

Requirements:
- Use clear action verbs.
- Keep each step specific and testable.
- Do not invent policies, permissions, or compliance requirements.
- Mark missing information that requires confirmation.

Output format:
Return a ready-to-review SOP with numbered headings and a final checklist.
10
Sales & support

Sales and Customer Service Prompt Templates

Prepare useful discovery questions, personalize outreach, respond to objections, and create accurate customer-support replies.

Discovery

Prepare Sales Discovery Questions

Act as an experienced consultative salesperson.

Prepare discovery questions for a conversation with [prospect or customer type].

Product or service:
[Describe the offer.]

Known context:
[Company, role, current situation, previous contact, or stated need.]

The questions should uncover:
1. Current process
2. Primary goals
3. Important problems
4. Impact of the current problem
5. Existing tools or alternatives
6. Decision criteria
7. Stakeholders
8. Budget or resource constraints
9. Timing
10. Risks and objections
11. Definition of success

Requirements:
- Use open-ended, neutral questions.
- Avoid leading questions and premature pitching.
- Organize questions from broad context to specific needs.
- Mark which questions are essential and which are optional.
- Do not assume needs that are not supported by the context.

Output format:
Return a table with Question, Purpose, Follow-Up Question, and Priority.
Outreach

Write a Personalized Sales Email

Write a concise, personalized sales email.

Recipient:
[name, role, and company]

Verified context:
[Relevant public information, previous interaction, or stated need.]

Offer:
[Describe the product or service.]

Relevant benefit:
[Explain how the offer may help this specific recipient.]

Evidence:
[Verified result, customer example, credential, or proof.]

Requested next step:
[call / reply / demo / resource / introduction]

Requirements:
- Use a clear subject line.
- Lead with relevant context instead of a generic introduction.
- Explain one specific benefit.
- Keep the email under [length].
- Use a professional and natural tone.
- Avoid false familiarity, pressure, exaggerated claims, and invented personalization.
- Do not imply that the recipient has a problem unless supported by the context.

Return three versions with different opening angles.
Objections

Respond to a Sales Objection

Help me respond to the following sales objection.

Customer objection:
[Paste the exact objection.]

Customer context:
[Goals, requirements, concerns, current solution, and decision stage.]

Verified product information:
[Relevant capabilities, limitations, pricing, evidence, and policies.]

Create a response that:
- Acknowledges the concern without dismissing it.
- Clarifies the reason behind the objection.
- Answers using only verified information.
- Explains relevant tradeoffs honestly.
- Asks one useful follow-up question.
- Suggests a reasonable next step.

Rules:
- Do not pressure the customer.
- Do not invent discounts, guarantees, features, or results.
- State clearly when the product is not a good fit.
- Keep the response concise and conversational.

Return:
1. Spoken response
2. Email response
3. Follow-up question
4. Situations where the objection should not be challenged
Customer support

Draft an Accurate Support Reply

Act as a helpful customer-support specialist.

Draft a reply to the customer message below.

Customer message:
[Paste message]

Verified account or order details:
[Paste relevant details without unnecessary sensitive information.]

Approved policies and troubleshooting steps:
[Paste policy, documentation, and allowed actions.]

The reply should:
1. Acknowledge the customer's issue.
2. Summarize the problem accurately.
3. Provide clear numbered steps when troubleshooting is needed.
4. Explain relevant policy in plain language.
5. State what will happen next, who is responsible, and the expected time frame.
6. Ask only essential questions.
7. Include an escalation path when appropriate.

Rules:
- Do not invent account details, policies, refunds, deadlines, or technical fixes.
- Do not request sensitive information unless explicitly required by approved policy.
- Avoid blaming the customer.
- Use a calm, respectful, and concise tone.
11
Software development

Coding and Development Prompt Templates

Understand unfamiliar code, diagnose bugs, implement focused changes, and review code for correctness, security, readability, and testing.

Understanding

Explain Unfamiliar Code

Act as a senior [programming language] developer and patient technical educator.

Explain the code below for a developer with [beginner / intermediate / advanced] experience.

Cover:
1. The code's overall purpose
2. Inputs and outputs
3. Execution flow
4. Important functions, classes, and variables
5. External dependencies
6. State changes and side effects
7. Error handling
8. Time and space complexity when relevant
9. Security or reliability concerns
10. One concrete example using sample input

Requirements:
- Explain the actual code rather than providing a generic language tutorial.
- Define unfamiliar terminology.
- Distinguish confirmed behavior from assumptions.
- Flag missing context that could change the explanation.
- Do not rewrite the code unless asked.

Code:
[Paste code]
Debugging

Diagnose and Fix a Bug

Act as a senior [programming language or framework] developer.

Diagnose the problem described below.

Expected behavior:
[What should happen.]

Actual behavior:
[What happens instead.]

Error message and stack trace:
[Paste complete error output.]

Steps to reproduce:
1. [Step 1]
2. [Step 2]
3. [Step 3]

Environment:
[language version, framework, operating system, browser, database, and relevant dependencies]

Code:
[Paste the smallest reproducible example.]

Tasks:
1. Identify the most likely root cause.
2. Explain the evidence supporting that diagnosis.
3. List alternative causes if evidence is incomplete.
4. Provide the smallest safe fix.
5. Show the corrected code.
6. Explain why the fix works.
7. Suggest a test that prevents regression.

Do not rewrite unrelated code. Ask for missing diagnostic information when a reliable conclusion is not possible.
Implementation

Build a Focused Feature

Act as a senior [language, framework, or platform] developer.

Implement the following feature:
[Describe the exact feature.]

Existing system:
[Describe the architecture, relevant files, interfaces, and current behavior.]

Inputs:
[Expected inputs and data types.]

Expected outputs:
[Expected return values, UI behavior, or side effects.]

Requirements:
- [Functional requirement 1]
- [Functional requirement 2]
- [Validation requirement]
- [Performance requirement]
- [Accessibility or security requirement]

Constraints:
- Use [approved language, framework, API, or version].
- Do not add external dependencies unless essential.
- Preserve existing public interfaces.
- Do not modify unrelated behavior.
- Handle expected errors explicitly.

Return:
1. Assumptions and clarifying questions
2. Implementation plan
3. Production-ready code
4. Tests for normal, edge, and failure cases
5. Integration instructions
6. Important tradeoffs or limitations
Quality review

Review Code and Create Tests

Act as a senior code reviewer with expertise in [language and framework].

Review the code below.

Evaluate:
1. Correctness
2. Edge cases
3. Error handling
4. Security risks
5. Performance concerns
6. Readability and maintainability
7. Duplication and unnecessary complexity
8. API or interface consistency
9. Accessibility when relevant
10. Missing tests

For every issue:
- Assign severity: critical, high, medium, or low.
- Reference the relevant code.
- Explain the practical impact.
- Suggest the smallest appropriate improvement.
- Provide corrected code only when useful.

Then create a test plan covering:
- Normal behavior
- Boundary values
- Invalid input
- Failure paths
- Security-sensitive cases
- Regression risks

Avoid speculative style criticism. Clearly separate confirmed defects from optional improvements.

Code:
[Paste code]
12
Data & insights

Data Analysis Prompt Templates

Inspect datasets, plan cleaning steps, perform structured exploratory analysis, interpret results, and choose clear visualizations.

Data quality

Create a Data-Cleaning Plan

Act as an experienced data analyst.

Review the dataset description and sample below, then create a data-cleaning plan.

Analysis goal:
[What the cleaned data will be used for.]

Dataset:
[Paste schema, column definitions, data types, and representative sample rows.]

Check for:
1. Missing values
2. Duplicate records
3. Incorrect data types
4. Inconsistent categories or labels
5. Invalid dates
6. Impossible or out-of-range values
7. Formatting inconsistencies
8. Units and currency differences
9. Potential outliers
10. Personally identifiable or sensitive information

For every issue:
- Explain how to detect it.
- Recommend a safe treatment.
- Describe the risk of that treatment.
- State when human review is required.
- Suggest a validation check.

Rules:
- Do not silently delete or replace uncertain values.
- Preserve the original data.
- Do not assume missing values mean zero.
- Flag any cleaning decision that could bias the analysis.

Output format:
Return a prioritized table with Issue, Detection Method, Recommended Action, Risk, and Validation.
Exploration

Plan an Exploratory Analysis

Act as a senior data analyst.

Create an exploratory data analysis plan for the dataset below.

Business or research question:
[State the question.]

Dataset description:
[Describe the source, time period, population, fields, and known limitations.]

Variables:
[Paste column names, definitions, and data types.]

Create a plan covering:
1. Data-quality checks
2. Descriptive statistics
3. Distributions
4. Segment comparisons
5. Trends over time
6. Relationships between variables
7. Missing-data patterns
8. Outlier investigation
9. Potential confounding factors
10. Appropriate visualizations
11. Validation and sensitivity checks
12. Limitations

For every step:
- State the question it answers.
- Name the required fields.
- Recommend a method.
- Explain how to interpret the result.
- Flag assumptions and risks.

Do not claim causation from correlation. Do not invent findings before the analysis is performed.
Interpretation

Explain Analysis Results

Act as a careful data analyst and explain the results below for [target audience].

Original question:
[What the analysis was intended to answer.]

Method:
[Describe calculations, filters, sample, and time period.]

Results:
[Paste tables, statistics, model output, or observations.]

Explain:
1. The most important findings
2. The magnitude and practical meaning of each result
3. Important comparisons
4. Uncertainty and limitations
5. Alternative explanations
6. What the analysis does not prove
7. Decisions the results may inform
8. Additional data or tests needed

Rules:
- Use only the supplied results.
- Distinguish statistical findings from business interpretation.
- Do not imply causation unless the study design supports it.
- Preserve units, sample sizes, and time periods.
- Flag missing context that prevents reliable interpretation.

Output format:
Return Executive Summary, Key Findings, Limitations, Decision Implications, and Next Analysis.
Visualization

Choose the Right Chart

Act as a data-visualization specialist.

Recommend the clearest visualization for the information below.

Audience:
[target audience]

Decision or question:
[What the visualization should help the audience understand.]

Data fields:
[Paste variables, data types, units, categories, and time periods.]

Important comparison:
[trend / ranking / distribution / relationship / composition / flow / geography]

For each recommendation:
- Name the chart type.
- Explain why it fits the analytical question.
- Specify x-axis, y-axis, grouping, sorting, and filters.
- Recommend labels and annotations.
- Identify misleading design choices to avoid.
- Suggest an accessible color and contrast approach.
- Explain when a table would be clearer than a chart.

Return:
1. Primary recommendation
2. Alternative visualization
3. Required data preparation
4. Suggested title and subtitle
5. Accessibility checklist

Do not recommend decorative charts that make accurate comparison harder.
13
Learning & education

Learning and Study Prompt Templates

Learn unfamiliar subjects, build realistic study plans, test understanding, and practice through guided questions and feedback.

Understanding

Explain a Difficult Topic

Act as a patient teacher with expertise in [subject].

Explain [topic] to a learner at [beginner / intermediate / advanced] level.

The learner already understands:
[list prior knowledge]

The learner is confused about:
[list difficult areas or questions]

Structure:
1. Plain-language definition
2. Why the topic matters
3. Required background concepts
4. Step-by-step explanation
5. One concrete example
6. One useful analogy, if accurate
7. Common misconceptions
8. Short summary
9. Three questions to check understanding
10. Recommended next topic

Requirements:
- Define technical terms when first used.
- Do not oversimplify away essential details.
- Separate established facts from interpretation.
- State when an analogy has limitations.
- Use equations, diagrams, or code only when helpful.
- Flag areas where current information may require verification.
Planning

Create a Study Plan

Act as an experienced learning designer.

Create a realistic study plan for [subject, course, exam, or skill].

Current level:
[Describe existing knowledge and experience.]

Goal:
[Define the specific outcome or assessment.]

Deadline:
[date or number of weeks]

Available time:
[hours per day or week]

Resources:
[List books, courses, notes, software, or other materials.]

Constraints:
[work schedule, difficult topics, accessibility needs, or limitations]

Include:
1. Skills and topics to master
2. Recommended learning sequence
3. Weekly goals
4. Study sessions and activities
5. Active-recall practice
6. Spaced review
7. Exercises or projects
8. Progress checks
9. Catch-up time
10. Final review

Output format:
Return a weekly table with Topic, Objective, Activity, Resource, Time, Practice, and Progress Check.

Keep the workload realistic and explain important assumptions.
Assessment

Generate a Practice Quiz

Create a practice quiz about [topic] for a learner at [level].

Learning objectives:
- [Objective 1]
- [Objective 2]
- [Objective 3]

Source material:
[Paste approved notes, textbook section, or study guide.]

Create:
- [number] multiple-choice questions
- [number] short-answer questions
- [number] application or scenario questions

Requirements:
- Test understanding rather than trivial memorization.
- Cover every learning objective.
- Use only information found in the source material.
- Avoid ambiguous wording and trick questions.
- Make incorrect options plausible but clearly incorrect.
- Vary difficulty from basic recall to application.
- Do not reveal answers beside the questions.

After the questions, provide:
1. Answer key
2. Explanation for every answer
3. Learning objective tested
4. Difficulty level
5. Common misconception addressed
Interactive tutoring

Use the AI as a Socratic Tutor

Act as a Socratic tutor for [topic].

My level:
[beginner / intermediate / advanced]

My goal:
[What I want to understand or be able to do.]

Instructions:
- Ask one focused question at a time.
- Begin by checking my current understanding.
- Do not provide the complete answer immediately.
- Use hints when I am stuck.
- Ask me to explain my reasoning.
- Correct errors clearly and respectfully.
- Distinguish conceptual mistakes from minor wording issues.
- Increase difficulty gradually.
- Use practical examples when helpful.
- Summarize what I learned after every major concept.
- End with a short transfer problem that applies the idea in a new situation.

If my answer is partly correct, identify what is correct before addressing what is missing.

Start by asking the first diagnostic question.
14
Research & evidence

Research Prompt Templates

Refine research questions, evaluate supplied sources, compare evidence, and plan structured reviews without inventing citations or findings.

Research design

Refine a Research Question

Act as an experienced research-methods advisor.

Help refine the following broad topic into a clear research question.

Broad topic:
[topic]

Purpose:
[academic paper / business decision / product research / policy / personal learning]

Population or context:
[who, where, industry, system, or situation]

Available time and resources:
[time, data access, tools, participants, and limitations]

Existing knowledge:
[what is already known]

Create:
1. Five possible research questions
2. Scope and key concepts for each
3. Suitable research method
4. Required evidence or data
5. Feasibility risks
6. Ethical or privacy considerations
7. Important assumptions
8. One recommended question

Requirements:
- Make each question specific and answerable.
- Avoid questions that already assume a conclusion.
- Distinguish descriptive, comparative, causal, and exploratory questions.
- Explain why the recommended question is useful and feasible.
Source quality

Evaluate a Source

Evaluate the supplied source for use in research about [topic].

Source:
[Paste the article, paper, report, transcript, or source details.]

Assess:
1. Author or organization
2. Publication and date
3. Purpose and intended audience
4. Main claims
5. Evidence and methodology
6. Sample size or data source
7. Transparency and reproducibility
8. Limitations
9. Potential conflicts of interest
10. Bias or missing perspectives
11. Relevance to the research question
12. Claims that require independent verification

Rules:
- Base the evaluation only on information available in the source.
- Do not assume credentials or peer review that are not stated.
- Separate weak reporting from weak underlying research.
- Do not label a source reliable or unreliable without explanation.
- Flag information that cannot be verified from the supplied material.

Output format:
Return Source Summary, Strengths, Limitations, Verification Needed, Appropriate Uses, and Overall Assessment.
Evidence synthesis

Compare Multiple Sources

Synthesize the supplied sources to answer this research question:

Research question:
[question]

Use only the provided sources.

For each major claim:
- Identify which sources support it.
- Identify disagreement or contradictory evidence.
- Compare methodology, population, sample, and time period.
- Assess evidence strength and important limitations.
- Distinguish findings from author interpretation.
- Note unanswered questions.

Return:
1. Executive summary
2. Major themes
3. Areas of agreement
4. Areas of disagreement
5. Strongest supporting evidence
6. Important limitations
7. Research gaps
8. Cautious conclusion
9. Source-to-claim table

Citation rules:
- Cite sources using the supplied source names or numbers.
- Do not invent authors, titles, quotations, page numbers, URLs, or findings.
- Mark any statement that cannot be supported by the provided material.

Sources:
[Paste numbered sources]
Review planning

Plan a Literature Review

Act as a research librarian and methodology advisor.

Create a literature-review plan for [topic or research question].

Scope:
[population, geography, industry, discipline, and time period]

Purpose:
[background review / systematic review / scoping review / academic assignment]

Available databases and sources:
[list approved databases, journals, repositories, or libraries]

Create:
1. Review question
2. Key concepts and synonyms
3. Search-string examples
4. Inclusion criteria
5. Exclusion criteria
6. Screening process
7. Data-extraction fields
8. Quality-assessment criteria
9. Thematic synthesis approach
10. Documentation and citation workflow
11. Limitations
12. Stopping criteria

Rules:
- Do not invent papers or citations.
- Clearly distinguish a full systematic review from a limited review.
- Make the process reproducible.
- Identify where specialist or librarian review is advisable.

Output format:
Return a step-by-step protocol followed by reusable screening and extraction tables.
16
Creative work

Creative and Image-Generation Prompt Templates

Generate varied concepts, develop stories, create structured image prompts, and turn ideas into actionable visual-design briefs.

Ideation

Generate Distinct Creative Ideas

Act as a creative strategist.

Generate [number] meaningfully different ideas for [project, campaign, product, story, or problem].

Goal:
[What the ideas should achieve.]

Audience:
[target audience]

Context:
[Relevant situation, brand, theme, or background.]

Constraints:
- [Budget, format, channel, length, or technical limitation]
- [Required element]
- [Element or approach to avoid]

For each idea, provide:
1. Short name
2. One-sentence concept
3. Why it fits the goal
4. Primary benefit
5. Possible limitation
6. First practical step
7. What makes it different from the other ideas

Requirements:
- Explore different strategic directions rather than minor variations.
- Avoid generic ideas that could apply to any project.
- Do not copy protected characters, logos, slogans, or recognizable campaigns.
- Rank the three strongest ideas against the stated goal.
Story development

Develop a Story Concept

Act as an experienced story editor.

Develop an original story concept.

Genre:
[genre]

Audience:
[target reader or viewer]

Format:
[short story / novel / screenplay / video / game]

Core idea:
[initial premise or theme]

Tone:
[dark / humorous / hopeful / suspenseful / other]

Required elements:
- [Element 1]
- [Element 2]
- [Element 3]

Create:
1. Logline
2. Central dramatic question
3. Setting
4. Protagonist and goal
5. Main conflict
6. Stakes
7. Supporting characters
8. Three-act or beginning-middle-end structure
9. Key turning points
10. Theme
11. Ending options
12. Potential weaknesses

Requirements:
- Create original characters and situations.
- Avoid imitation of a living author's distinctive style.
- Make character choices drive the plot.
- Identify clichés and propose fresher alternatives.
Image generation

Build a Detailed Image Prompt

Create a detailed image-generation prompt.

Purpose:
[website hero / illustration / poster / product image / thumbnail / concept art]

Primary subject:
[Describe the main subject.]

Scene and background:
[Describe the environment.]

Style and medium:
[photography / vector / 3D / watercolor / editorial illustration / other]

Composition:
[camera angle, framing, subject placement, and negative space]

Lighting and mood:
[lighting direction, contrast, atmosphere, and emotion]

Color palette:
[primary and accent colors]

Important details:
- [Detail 1]
- [Detail 2]
- [Detail 3]

Text:
[Exact text if required, otherwise state no text.]

Aspect ratio:
[ratio or intended dimensions]

Avoid:
[unwanted objects, artifacts, styles, logos, text, or visual problems]

Requirements:
- Make the subject and composition unambiguous.
- Do not reference a living artist's distinctive style.
- Avoid protected logos or characters unless authorized.
- Keep small-thumbnail readability in mind when relevant.

Return one polished prompt and two controlled variations.
Design direction

Create a Visual Design Brief

Act as a senior visual designer.

Create an actionable design brief for [asset or project].

Business goal:
[What the design should achieve.]

Audience:
[Who will see or use it.]

Asset:
[landing page hero / social graphic / infographic / poster / presentation / other]

Message:
[The single most important idea.]

Required content:
[headlines, copy, data, logos, images, or legal text]

Brand guidelines:
[colors, typography, spacing, imagery, and tone]

Technical requirements:
[dimensions, file format, responsive behavior, print requirements, or platform limits]

Include:
1. Objective
2. Audience
3. Visual hierarchy
4. Layout direction
5. Color and typography guidance
6. Imagery or illustration direction
7. Accessibility requirements
8. Required states or variations
9. Deliverables
10. Review checklist

Avoid:
[list unwanted styles, claims, layouts, or brand conflicts]

Do not invent brand rules or required content that has not been supplied.
17
Template customization

How to Customize a Prompt Template

Replace generic placeholders with specific information that changes the answer, then remove instructions that are unnecessary for the task.

Simple rule Keep Relevant Instructions + Replace Placeholders + Remove Everything Else
01

Define the Outcome

State what the response should help you understand, decide, create, compare, or complete.

Create a five-step onboarding checklist.
02

Name the Audience

Describe who will use the response and what they already know about the subject.

Audience: first-time small-business owners.
03

Add Useful Context

Include background information only when it materially changes the response.

The product is a mobile invoicing app.
04

Set Clear Requirements

Specify facts, steps, sources, exclusions, limits, and quality requirements.

Use only the supplied product documentation.
05

Choose the Output Format

Define the structure, length, fields, headings, or formatting required in the final answer.

Return a table with Step, Owner, and Deadline.
06

Remove Unnecessary Lines

Delete any role, constraint, example, or format instruction that does not improve the result.

Shorter and specific is better than long and irrelevant.
18
Practical checklist

AI Prompt Template Best Practices

Use this checklist when selecting, customizing, and reviewing an AI prompt template to produce more useful and reliable results.

01
Prepare

Before You Customize

  • Choose the closest template. Start with a template that already matches your primary task.
  • Define the outcome. Know what the response should help you understand, decide, create, or complete.
  • Collect reliable input. Prepare the facts, examples, source material, and requirements the AI actually needs.
  • Protect sensitive information. Remove unnecessary personal, confidential, financial, or security data before pasting content into an AI tool.
02
Customize

While Editing the Template

  • Replace every placeholder. Do not leave vague bracketed instructions inside the final prompt.
  • Remove irrelevant lines. Delete roles, constraints, examples, and fields that do not improve the result.
  • Use specific requirements. Define sources, boundaries, exclusions, tone, length, and important quality criteria.
  • Specify the output format. State the required structure, headings, fields, and formatting.
03
Review

After You Receive the Response

  • Check every requirement. Confirm that no requested section, field, boundary, or source was ignored.
  • Verify important claims. Check facts, calculations, citations, quotations, and technical details independently.
  • Look for unsupported confidence. Identify assumptions, missing context, invented details, and claims without evidence.
  • Save the improved version. Update useful templates with the refinements that produced a better result.
19
Common questions

AI Prompt Templates FAQ

Quick answers to common questions about using, customizing, and improving AI prompt templates.

What is an AI prompt template?

An AI prompt template is a reusable instruction structure containing placeholders for details such as the task, audience, context, requirements, and output format. It helps you create clearer prompts without starting from scratch.

How do I use an AI prompt template?

Copy the template and replace each bracketed placeholder with information relevant to your task. Remove instructions that do not apply, add necessary context, and review the completed prompt before sending it to an AI tool.

Should I copy these prompt templates exactly?

Use each template as a starting point rather than a rigid script. Customize the task, audience, context, constraints, tone, and output format so the prompt accurately reflects the result you need.

Do these templates work with ChatGPT, Claude, and Gemini?

Yes. The core templates can be used with ChatGPT, Claude, Gemini, Copilot, and many other generative AI tools. Some adjustments may be needed because available features, context limits, tool access, and formatting behavior differ between platforms.

How much context should I add to a prompt template?

Add only the background information the AI needs to understand the task and produce a useful response. Relevant context may include the goal, audience, source material, previous decisions, limitations, or examples. Avoid adding unrelated information.

What is the best universal AI prompt template?

A reliable universal structure combines a clear role or perspective, a specific task, relevant context, important requirements, and a defined output format. Examples and success criteria can be added when the desired result could otherwise be misunderstood.

Can an AI prompt template guarantee an accurate answer?

No. A well-designed template can improve relevance, consistency, and structure, but it cannot guarantee factual accuracy. Verify important claims, calculations, citations, code, and high-impact decisions independently.

Is it safe to include confidential information in AI prompts?

Avoid entering passwords, personal data, confidential business information, private customer details, or other sensitive material unless you understand and accept the AI provider’s privacy and data handling policies. Replace sensitive information with anonymous placeholders whenever possible.

Why can the same template produce different responses?

Generative AI systems can produce variations even when given the same prompt. Results may also differ because of model versions, settings, available tools, conversation history, and ambiguous instructions. Add clearer requirements or examples when consistency is important.