🔧 AI Prompt Library

coding Backend Architecture Advanced

ChatGPT Prompt for Designing a Safe Background Job Retry Strategy

You are a senior backend engineer. Help me design a safe retry strategy for a background job that sometimes fails because of timeouts, rate limits, or temporary downstream issues. I will describe the job, the tech stack,…

💡 Tell the model whether duplicate execution is dangerous. If you already use Redis, SQS, RabbitMQ, or…

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writing Documentation Beginner

ChatGPT Prompt for Standard Operating Procedure from Loom or Meeting Notes

Turn my rough process notes into a clean standard operating procedure. Use this input: [paste transcript, Loom summary, or meeting notes]. Create an SOP with these sections: purpose, when to use it, required tools or acc…

💡 Paste a raw transcript and let ChatGPT clean it up. Then ask for a shorter checklist version for day…

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business Competitive Strategy Intermediate

ChatGPT Prompt for Competitor Offer Comparison Matrix for Sales Strategy

Help me build a competitor offer comparison matrix for a sales strategy meeting. Our company: [describe product/service and target customer]. Competitors: [list]. Compare pricing model, core promise, onboarding effort, s…

💡 Paste screenshots, pricing notes, or call summaries. Ask for a version tailored to agency sales, Saa…

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coding Refactoring Advanced

ChatGPT Prompt for Refactor Legacy API Handler Safely

I need help refactoring a legacy API handler without breaking behavior. Here is the current code: [paste code]. My goals are to separate validation, business logic, and response formatting; reduce nested conditionals; im…

💡 Paste the real code and framework details. Ask for the result in your language or framework style gu…

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education Tutoring Intermediate

ChatGPT Prompt for Explaining a Mistake Without Giving Away the Answer

Help me tutor a student by explaining their mistake clearly without immediately giving away the full answer. Context: - Subject: [math / writing / science / coding / etc.] - Student level: [level] - The question or task…

💡 Include the student's exact work, even if messy. Good tutoring focuses on the thinking error, not ju…

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Customer Support Email Beginner

Customer Support Response Templates

Write 10 customer support email templates for: refund request, technical issue, feature request, billing question, account recovery, complaint escalation, shipping delay, product return, positive feedback response, and c…

💡 Customize tone to match brand voice. Include personalization placeholders.

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Excel Formulas Intermediate

Excel Formula Generator

Create Excel formulas for: [DESCRIBE TASK]. Include: the formula, explanation of each function used, example with sample data, common errors to avoid, and alternative approaches.

💡 Specify Excel version. Include array formula alternatives for older versions.

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Excel Finance Beginner

Budget Tracker Spreadsheet

Create a budget tracker Excel structure with: income categories, expense categories, monthly tracking sheets, variance analysis, savings goals tracker, and annual summary dashboard. Include formulas and conditional forma…

💡 Add data validation for categories. Include charts for visual tracking.

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Legal Contracts Intermediate

NDA Template Generator

Create a mutual NDA template for [INDUSTRY] covering: definition of confidential information, obligations of parties, exclusions, term, return of information, and remedies. Include both party and company-friendly version…

💡 Specify jurisdiction. Include survival clauses for post-termination obligations.

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customer-service billing support Intermediate

ChatGPT prompt for resolving customer billing dispute with empathy and policy compliance

Act as a billing support specialist trained in both empathetic communication and company policy compliance. Help me handle a customer billing dispute. Dispute details: - Customer concern: [overcharged, double charged, …

💡 Include your actual refund policy and authority limits so the response stays within what you can act…

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coding debugging Advanced

ChatGPT prompt for debugging a REST API that returns 500 errors intermittently

Act as a senior backend engineer specializing in API reliability and debugging. Help me systematically debug a REST API that returns 500 Internal Server Errors intermittently. Context: - API framework: [Express.js / Dj…

💡 Paste your actual error logs (redact sensitive data). The error message, stack trace, and timestamp …

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business procurement intermediate

Vendor Evaluation and Procurement Scorecard

Create a vendor evaluation scorecard to compare [number] vendors for [product/service category]. The scorecard should: (1) Define evaluation criteria across categories: capabilities, pricing, support, security/compliance…

💡 Weight the criteria before evaluating vendors — changing weights after you see the scores introduces…

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hr compensation advanced

Compensation Benchmarking and Salary Bands

Help me design a compensation benchmarking framework and salary band structure for [company type — startup / SMB / enterprise] in [industry] with [number] employees. Provide: (1) A methodology for gathering market data (…

💡 Anchor salary bands to at least 2–3 market data sources (e.g., Radford, Mercer, Levels.fyi for tech)…

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creative fiction-writing Intermediate

Short Story Opening Chapter with Conflict Hook

Write the opening chapter (800–1,200 words) of a short story in the [genre] genre. Setup: The protagonist is [character description]. The setting is [time/place]. The story begins with [inciting event or conflict]. The c…

💡 The first line must earn the second line. Avoid starting with weather, backstory, or waking up. Drop…

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coding devops Intermediate

Docker Compose Setup for Full-Stack Application

Write a complete docker-compose.yml for a full-stack application with the following services: (1) Backend: [language/framework, e.g., Node.js/Express] on port 3000, (2) Frontend: [e.g., React/Vite] on port 5173, (3) Data…

💡 Never hardcode secrets in docker-compose.yml — always use env_file or environment variables. Use nam…

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business Strategy & Planning advanced

Pricing Strategy Framework New Product Market Entry

Help me develop a pricing strategy for a new [product / service] entering the [market / industry]. Product details: [describe]. Target customer: [describe]. Main competitors and their pricing: [list]. My cost structure: …

💡 Value-based pricing almost always captures more revenue than cost-plus in B2B SaaS and premium consu…

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coding JavaScript & TypeScript intermediate

JavaScript TypeScript Generic Utility Functions Library

Create a TypeScript utility functions library with these categories: 1) Array utilities — chunk, flatten, unique, groupBy, sortBy with generics, 2) Object utilities — pick, omit, deepMerge, deepClone, mapValues, 3) Strin…

💡 Publish utility libraries as ESM + CJS dual packages for maximum compatibility. Add unit tests with …

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education Course Design & Curriculum intermediate

Online Course Curriculum Design 8-Week Program

Design a complete 8-week online course curriculum for: [course topic — e.g., digital marketing fundamentals, Python for beginners, financial modeling]. Target audience: [describe skill level and background]. Learning out…

💡 Map every lesson to a specific learning outcome — if a lesson doesn't serve an outcome, cut it. Comp…

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creative Fiction Writing & Story Development intermediate

Character Development Worksheet Complex Protagonist Novel

Create a comprehensive character development worksheet for the protagonist of my [genre] novel. Character basics: Name: [name], Age: [age], Role: [protagonist / anti-hero / unreliable narrator]. The worksheet should cove…

💡 The most compelling characters have goals that conflict with their needs — they want the wrong thing…

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productivity Remote Work & Communication intermediate

Async Communication Playbook Remote Team Efficiency

Create an async-first communication playbook for a remote team of [X people] working across [Y time zones]. The playbook should define: 1) Communication channel guide — when to use Slack / email / Loom / docs / meetings,…

💡 The biggest async failure is under-context — people need more context in writing than in conversatio…

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