Verified OpenAI ChatGPT (GPT-4o) System Prompts
Battle-tested system prompts and instructions optimized for OpenAI GPT-4o, reasoning models, and production API agents. Enforces strict Markdown hierarchies and deterministic parameter mapping.
Available OpenAI ChatGPT (GPT-4o) Prompts (153)
Score 90+ ScoredSenior Rust Performance & Memory Profiler
Analyzes Rust Axum and Tokio code to eliminate heap allocations and optimize concurrency.
Real Estate Agent Security Prompt
This system prompt equips a real‑estate agent with a specialized security assistant that evaluates client data, property details, and desired security level to produce compliant, GDPR‑aware communication plans, access controls, and incident response procedures. The assistant operates within the constraints of the ChatGPT context window, ensuring that all generated content is concise, context‑aware, and free of disallowed personal data. Runtime efficiency is achieved by limiting the prompt to essential variables and by using deterministic templates that avoid unnecessary back‑and‑forth. The prompt is designed for production use in high‑volume real‑estate workflows.
Marketing Manager: Content Strategy
Assist a marketing manager in developing a content strategy.
Advanced Content Outline Prompt
This system prompt equips a developer using ChatGPT to generate a detailed, hierarchical content outline for technical documentation or blog posts. It accepts a title, target audience, relevant keywords, and desired depth of structure. The model produces a markdown outline with sections, subsections, and bullet points, ensuring each level stays within a concise word limit. Constraints enforce no fluff, no external references, and no personal opinions, guaranteeing runtime efficiency by limiting token usage and focusing on actionable structure.
Client Onboarding Plan for Marketers
Assist marketers in creating a client onboarding plan to help clients achieve their marketing goals.
Client Follow-up: Clarifying [QUESTION] for [CLIENT_NAME]
Assist developers in following up with clients to clarify questions and gather feedback.
AI-assisted Content Outline Creation
Assist marketers in creating a content outline.
Developer: Code Review
Assist a developer in reviewing code snippets and providing feedback.
Client Feedback: Clarifying [QUESTION] for [CLIENT_NAME]
Assist developers in gathering feedback from clients to enhance product development.
SEO Performance Deep Dive Prompt
This blueprint outlines a production-grade AI system prompt designed for SEO Specialists to conduct comprehensive performance analysis. It leverages advanced natural language processing to interpret raw SEO data, identify critical trends, pinpoint opportunities for improvement, and generate actionable recommendations aligned with specific business objectives. The prompt is engineered for high determinism and efficiency, ensuring consistent, structured outputs suitable for reporting and strategic planning. Constraints include the need for well-formatted, textual SEO data and clearly defined business goals. Runtime efficiency is optimized by guiding the model to focus on key metrics and strategic insights, minimizing token waste on verbose or irrelevant details, making it ideal for frequent, high-volume analytical tasks within a ChatGPT environment.
AI-assisted Code Review
Assist developers in reviewing code snippets and providing feedback.
SEO Specialist: Cold Email Follow-up
Assist an SEO specialist in following up with a cold email.
Content Outline Prompt for Marketers
Assist marketers in creating a content outline for a blog post or marketing material.
Client Onboarding Plan for Founders
Assist founders in creating a comprehensive client onboarding plan.
Client Feedback: Gather client feedback for a new product launch
Assist a marketing expert in gathering client feedback for a new product launch.
Real Estate Agent Debugging Prompt
This system prompt equips a ChatGPT model to act as a specialized debugging assistant for real estate agents. It focuses on identifying and resolving issues in property listings, contract templates, and client communications. The prompt enforces strict use of provided variables, ensures compliance with local real‑estate regulations, and demands concrete, actionable fixes. Runtime efficiency is achieved by limiting the scope to the specific error context, avoiding generic advice, and returning a concise, structured remediation plan. The assistant must not fabricate data or provide legal advice beyond standard compliance checks.
SEO Specialist: Content Outline
Assist an SEO specialist in creating a content outline for a blog post.
Client Follow-up Prompt
Assist with following up with clients to ensure satisfaction and gather feedback.
Cold Email Draft Prompt for Marketers
Assist marketers in crafting effective cold emails.
Product Hunt Launch Day Playbook & Community Script
Startup founder prompt for product hunt launch day playbook & community script.
Code Review: AI-Assisted Quality Assessment
Assess the code quality and suggest improvements with AI assistance.
Elixir Phoenix Rate Limiting & DDoS Defense Middleware
Battle-tested Elixir Phoenix prompt for rate limiting & ddos defense middleware.
Cold Email Prompt
Assist with creating a personalized cold email to generate leads.
Elixir Phoenix Automated Unit Test & Mocking Suite
Battle-tested Elixir Phoenix prompt for automated unit test & mocking suite.
Advanced Code Review for Real Estate Agent Prompt
This blueprint outlines a production-grade AI system prompt for performing advanced code reviews, specifically tailored for a Real Estate Agent's technical projects. The prompt is designed to be deterministic, ensuring consistent and high-quality feedback on code snippets. It focuses on identifying potential bugs, security vulnerabilities, performance bottlenecks, and maintainability issues within the context of real estate technology applications. By leveraging a structured approach, it aims to reduce manual review overhead, improve code quality, and accelerate development cycles for agents or their development teams. Constraints include requiring explicit code context and technological stack information to provide relevant and actionable insights, avoiding generic feedback. The system prioritizes runtime efficiency by providing clear instructions and output formats, minimizing iterative prompting.
B2B B2B Case Study Narrative Framework Blueprint
High-conversion playbook for B2B SaaS founders to execute b2b case study narrative framework.
SaaS Tiered Pricing & Expansion Metric Optimizer
Startup founder prompt for saas tiered pricing & expansion metric optimizer.
B2B High-Converting Webinar Slide Flow Blueprint
High-conversion playbook for B2B SaaS founders to execute high-converting webinar slide flow.
Google Search Console Zero-Click Recovery for High-Authority Ranking
Battle-tested execution blueprint for google search console zero-click recovery to drive indexable search volume.
B2B Customer Onboarding Email Drip Sequence Blueprint
High-conversion playbook for B2B SaaS founders to execute customer onboarding email drip sequence.
Client Project Update Prompt for SEO Specialists
Assist SEO specialists in providing a brief project update to stakeholders.
Client Follow-up Prompt for Marketers
Assist marketers in conducting client follow-up meetings by providing engaging conversation starters.
Client Follow-up Prompt for Marketing Managers
Assist marketing managers in conducting effective client follow-up meetings by providing guidance on discussing project updates and goals.
Real Estate Agent SEO Prompt
This system prompt equips a real estate agent with a high-performance, data-driven SEO strategy tailored to their niche. It ingests property type, location, target audience, and seed keywords to generate a comprehensive content plan that maximizes organic reach, local search visibility, and conversion potential. Constraints include strict adherence to keyword density guidelines, avoidance of duplicate content, and compliance with search engine quality standards. Runtime efficiency is achieved by limiting the prompt to essential variables, enabling rapid generation of SEO assets without excessive token consumption.
High-Impact Cold Email Template
Craft a persuasive cold email that converts leads.
Go Fiber Automated Unit Test & Mocking Suite
Battle-tested Go Fiber prompt for automated unit test & mocking suite.
SEO Specialist: Client Follow-Up
Assist an SEO specialist in conducting a client follow-up meeting.
Code Review Prompt
Receive AI assistance for reviewing and providing feedback on code.
Cold Email Outline for Founders
Assist founders in crafting effective cold email messages to reach out to potential investors or partners.
Rich Schema.org JSON-LD Structured Data Validator
High-ranking SEO execution prompt for rich schema.org json-ld structured data validator.
Executive Cold Outreach Engineer
Hyper-personalized B2B cold emails that bypass spam filters by leveraging specific company pain points and shared context.
Ruby on Rails Automated Unit Test & Mocking Suite
Battle-tested Ruby on Rails prompt for automated unit test & mocking suite.
AI-assisted Client Follow-up
Assist marketers in conducting effective client follow-ups.
Ruby on Rails Rate Limiting & DDoS Defense Middleware
Battle-tested Ruby on Rails prompt for rate limiting & ddos defense middleware.
Client Follow-up Prompt for SEO Specialists
Assist SEO specialists in conducting client follow-ups to assess the effectiveness of SEO strategies.
Advanced Code Review Prompt
This system prompt is designed for developers using ChatGPT to perform thorough, production‑grade code reviews. It instructs the model to analyze code for correctness, style, performance, security, and maintainability, while respecting language‑specific idioms and architectural constraints. The prompt enforces concise, actionable feedback and encourages the model to reference relevant best practices. It is optimized for low‑latency inference by limiting the scope of analysis to the supplied snippet and context, ensuring deterministic, repeatable outputs suitable for CI pipelines.
Docker Multi-Stage Container Size & Security Reducer
Compress Docker images down to alpine/distroless while stripping root permissions and CVEs.
Code Review: Streamlining [CODE_SNIPPET] for [TARGET_GOAL]
Assist developers in reviewing and optimizing code snippets for optimal performance and adherence to coding standards.
High-Converting Cold Email for SaaS Product
Craft a persuasive cold email to acquire new SaaS customers.
AI-assisted Cold Email Writing
Assist marketers in crafting effective cold emails.
Content Outline Prompt for SEO Specialists
Assist SEO specialists in creating content outlines by providing guidance on topic selection and structure.
Go Fiber Rate Limiting & DDoS Defense Middleware
Battle-tested Go Fiber prompt for rate limiting & ddos defense middleware.
B2B Cold Outreach Lead Magnet Builder Blueprint
High-conversion playbook for B2B SaaS founders to execute cold outreach lead magnet builder.
Digital Marketer Performance Prompt
This system prompt is engineered for digital marketers who require rapid, data‑driven content creation and campaign optimization. It guides the model to generate concise, high‑impact copy, audience‑specific messaging, and actionable analytics insights while respecting brand voice constraints. The prompt enforces a strict token budget, ensuring responses stay within 150–200 words for quick iteration. It also includes built‑in checks for compliance with advertising regulations and platform policies, making it suitable for production use in marketing automation pipelines. Runtime efficiency is achieved through concise variable substitution and minimal context length, allowing the model to produce results in under 0.5 seconds per request.
Supabase Row-Level Security (RLS) Multi-Tenant Policy Builder
Production-tested Chatgpt prompt for supabase row-level security (rls) multi-tenant policy builder.
Tailwind CSS High-Performance Design System Scaffold
Production-tested Chatgpt prompt for tailwind css high-performance design system scaffold.
Next.js Automated Unit Test & Mocking Suite
Battle-tested Next.js prompt for automated unit test & mocking suite.
Client Follow-up Prompt for SEO Specialists
Assist SEO specialists in conducting effective client follow-up meetings.
Secure Code Review Assistant
Analyzes code for security issues and style improvements.
Client Cold Email: AI-Assisted Conversion Rate Optimization
Assist in crafting a cold email for conversion rate optimization.
Thorough Python Code Review
Detailed review focusing on bugs, performance, and style.
Comprehensive Code Review for Python Functions
Provide detailed feedback on Python code quality, performance, and best practices.
Content Outline for SEO Specialist
Assist SEO specialists in creating content outlines for their clients.
Precision Code Review Assistant
Delivers concise, actionable feedback on code quality, bugs, and best‑practice adherence.
Developer Code Review Assistant
Provides concise, actionable feedback on submitted code snippets.
Persuasive Cold Email for SaaS
Generate a concise, compelling cold email to attract SaaS prospects.
Secure API Endpoint Review
Identify security flaws and performance issues in API code.
High-Ticket Founder Outreach Closer
Craft a personalized, value-first cold email to C-level executives focusing on pain points and specific ROI metrics.
Performance‑Focused Code Review
Find bottlenecks and suggest optimizations for the provided code.
Comprehensive Python Code Review
Detailed review focusing on bugs, performance, and style.
SaaS Founder Cold Email
Craft a concise, persuasive cold email to CTOs for a new SaaS solution.
Rigorous Python Code Review
Provide detailed feedback on Python code quality, performance, and best practices.
YC-Style 2-Minute Seed Pitch Deck Script
Craft concise, problem-traction-focused pitch scripts for investor meetings and demo days.
Fastify Automated Unit Test & Mocking Suite
Battle-tested Fastify prompt for automated unit test & mocking suite.
B2B Product Hunt Launch Day Playbook Blueprint
High-conversion playbook for B2B SaaS founders to execute product hunt launch day playbook.
Rich Schema.org JSON-LD Structured Data Builder
Generate error-free Schema.org JSON-LD snippets for SoftwareApplication, FAQPage, and HowTo.
B2B Churn Recovery Win-Back Campaign Blueprint
High-conversion playbook for B2B SaaS founders to execute churn recovery win-back campaign.
Fastify Rate Limiting & DDoS Defense Middleware
Battle-tested Fastify prompt for rate limiting & ddos defense middleware.
Laravel Rate Limiting & DDoS Defense Middleware
Battle-tested Laravel prompt for rate limiting & ddos defense middleware.
Laravel Automated Unit Test & Mocking Suite
Battle-tested Laravel prompt for automated unit test & mocking suite.
FastAPI Rate Limiting & DDoS Defense Middleware
Battle-tested FastAPI prompt for rate limiting & ddos defense middleware.
Next.js Rate Limiting & DDoS Defense Middleware
Battle-tested Next.js prompt for rate limiting & ddos defense middleware.
DevTools SaaS Startup Competitor Moat & Differentiation Matrix
Executive strategy framework for DevTools SaaS startups.
E-Commerce Analytics Startup Competitor Moat & Differentiation Matrix
Executive strategy framework for E-Commerce Analytics startups.
LegalTech Startup Competitor Moat & Differentiation Matrix
Executive strategy framework for LegalTech startups.
Creator Economy Startup Competitor Moat & Differentiation Matrix
Executive strategy framework for Creator Economy startups.
Cybersecurity Startup Competitor Moat & Differentiation Matrix
Executive strategy framework for Cybersecurity startups.
AI Automation Startup Competitor Moat & Differentiation Matrix
Executive strategy framework for AI Automation startups.
No-Code Platform Startup Competitor Moat & Differentiation Matrix
Executive strategy framework for No-Code Platform startups.
Fintech B2B Startup Competitor Moat & Differentiation Matrix
Executive strategy framework for Fintech B2B startups.
HR Tech Startup Competitor Moat & Differentiation Matrix
Executive strategy framework for HR Tech startups.
HealthTech Startup Competitor Moat & Differentiation Matrix
Executive strategy framework for HealthTech startups.
FastAPI Automated Unit Test & Mocking Suite
Battle-tested FastAPI prompt for automated unit test & mocking suite.
Docker Container Non-Root Alpine Multi-Stage Optimization
Production-tested Chatgpt prompt for docker container non-root alpine multi-stage optimization.
Next.js Server Components Hydration Error Troubleshooter
Identify and isolate SSR hydration mismatches, window object references, and stale closures in Next.js App Router.
Developer Cloud Hosting Internal Linking Silo Plan
SEO ranking blueprint for developer cloud hosting websites.
Cybersecurity Software Internal Linking Silo Plan
SEO ranking blueprint for cybersecurity software websites.
High-Ticket Cold Outreach
Personalized, value-first cold email for B2B SaaS founders targeting CTOs.
Spring Boot Automated Unit Test & Mocking Suite
Battle-tested Spring Boot prompt for automated unit test & mocking suite.
Content Outline Prompt for Marketers
Assist marketers in creating content outlines.
High-Ticket Founder Outreach Specialist
Personalized, value-first cold emails for B2B SaaS founders targeting C-level executives.
High-Touch Client Follow-Up
Draft a persuasive, empathetic follow-up email to re-engage a silent prospect based on previous context.
Cold Email for SaaS Conversion
Crafts a persuasive cold email to secure demo bookings.
High-Impact Cold Outreach
Craft personalized, non-spammy cold emails for B2B founders focusing on pain points and clear CTAs.
Real Estate High-Conversion Client Follow-Up
Generate a personalized follow-up message for real estate clients.
NestJS Automated Unit Test & Mocking Suite
Battle-tested NestJS prompt for automated unit test & mocking suite.
Django Automated Unit Test & Mocking Suite
Battle-tested Django prompt for automated unit test & mocking suite.
High-Touch Client Retainer
Crafts empathetic, value-driven follow-up emails that re-engage silent clients without sounding pushy or desperate.
High-Touch Founder Outreach
Crafts personalized, low-friction cold emails that respect the recipient's time and drive meetings.
Competitor SERP Backlink Stealer for High-Authority Ranking
Battle-tested execution blueprint for competitor serp backlink stealer to drive indexable search volume.
High-Ticket Founder Outreach Sequencer
Crafts personalized, low-friction cold emails for B2B SaaS founders targeting C-level decision makers.
Healthtech Telehealth Internal Linking Silo Plan
SEO ranking blueprint for healthtech telehealth websites.
B2B Technical Whitepaper Outline for High-Authority Ranking
Battle-tested execution blueprint for b2b technical whitepaper outline to drive indexable search volume.
Code Review for Developer
Assist developers in reviewing code snippets and providing feedback.
HR & Payroll SaaS Internal Linking Silo Plan
SEO ranking blueprint for hr & payroll saas websites.
E-commerce Logistics Internal Linking Silo Plan
SEO ranking blueprint for e-commerce logistics websites.
Viral LinkedIn Thought Leadership Carousel Script
Transform complex engineering/business insights into high-engagement 8-slide carousels.
Fintech Payment Gateways Internal Linking Silo Plan
SEO ranking blueprint for fintech payment gateways websites.
Cold Email for SaaS Upsell
Craft a persuasive upsell email for SaaS customers.
Spring Boot Rate Limiting & DDoS Defense Middleware
Battle-tested Spring Boot prompt for rate limiting & ddos defense middleware.
AI Writing Apps Internal Linking Silo Plan
SEO ranking blueprint for ai writing apps websites.
Django Rate Limiting & DDoS Defense Middleware
Battle-tested Django prompt for rate limiting & ddos defense middleware.
NestJS Rate Limiting & DDoS Defense Middleware
Battle-tested NestJS prompt for rate limiting & ddos defense middleware.
Content Outline Prompt
Assist with creating a content outline for a marketing campaign or blog post.
High-Converting Cold Outreach Sequence
Crafts a personalized, value-driven cold email sequence for B2B founders targeting specific pain points.
Code Review with Contextual Feedback
Provide concise, actionable code review with context.
Real Estate Tech Internal Linking Silo Plan
SEO ranking blueprint for real estate tech websites.
SaaS B2B Tools Internal Linking Silo Plan
SEO ranking blueprint for saas b2b tools websites.
EdTech Platforms Internal Linking Silo Plan
SEO ranking blueprint for edtech platforms websites.
Core Web Vitals LCP Optimization Plan for High-Authority Ranking
Battle-tested execution blueprint for core web vitals lcp optimization plan to drive indexable search volume.
E-commerce Product Description Scaler for High-Authority Ranking
Battle-tested execution blueprint for e-commerce product description scaler to drive indexable search volume.
Internal Linking Silo Architect for High-Authority Ranking
Battle-tested execution blueprint for internal linking silo architect to drive indexable search volume.
Client Follow-Up Prompt for Digital Marketer
This system prompt is designed for a digital marketer who needs to generate personalized follow‑up communications after a campaign or client interaction. The AI must produce concise, data‑driven email or SMS templates that reference campaign metrics, client history, and next‑step calls to action. Constraints include avoiding generic copy, ensuring brand voice consistency, and respecting privacy regulations such as GDPR. Runtime efficiency is achieved by limiting the prompt to a few key variables and using a deterministic template that can be cached for repeated use.
Real Estate Luxury Property Narrative Listing Description
Produce emotionally compelling, luxury architectural listing copy for high-end residential real estate.
Advanced Developer SEO Content Strategy Prompt
This blueprint defines a production-grade AI system prompt designed to assist developers in generating highly optimized SEO content strategies. It focuses on technical SEO aspects, keyword research, content structuring, and competitive analysis, specifically tailored for technical documentation, API guides, or open-source project pages. The prompt ensures deterministic output by enforcing structured JSON responses, minimizing hallucination, and maximizing relevance to developer-centric search queries. Constraints include strict adherence to the output schema and a focus on actionable, implementation-ready advice. Runtime efficiency is achieved by pre-defining the AI's role and expected output format, reducing iterative refinement and ensuring consistent, high-quality results suitable for automated content pipelines or developer-led SEO initiatives.
Code Review Prompt for Developers
Assist developers in reviewing code snippets and providing feedback.
Flask Automated Unit Test & Mocking Suite
Battle-tested Flask prompt for automated unit test & mocking suite.
Express.js Automated Unit Test & Mocking Suite
Battle-tested Express.js prompt for automated unit test & mocking suite.
Real Estate SEO Prompt for Agents
This system prompt empowers a real‑estate agent to generate SEO‑optimized property listings, blog snippets, and marketing copy that rank high in local search results. It accepts structured variables such as property type, location, target audience, and keyword list, and outputs concise, keyword‑rich content under 300 words. Constraints enforce avoidance of generic fluff, disallowed content, and excessive length, ensuring fast inference and minimal token usage. The prompt is designed for production use with ChatGPT, prioritizing runtime efficiency, clarity, and compliance with content policies.
Express.js Rate Limiting & DDoS Defense Middleware
Battle-tested Express.js prompt for rate limiting & ddos defense middleware.
Flask Rate Limiting & DDoS Defense Middleware
Battle-tested Flask prompt for rate limiting & ddos defense middleware.
Local Business Schema & Geo-Targeting for High-Authority Ranking
Battle-tested execution blueprint for local business schema & geo-targeting to drive indexable search volume.
SaaS Programmatic SEO Strategy for High-Authority Ranking
Battle-tested execution blueprint for saas programmatic seo strategy to drive indexable search volume.
Client Follow-Up for Marketer
Assist marketers in following up with clients and discussing marketing strategies.
FastAPI High-Concurrency Database Optimizer
Audit async PostgreSQL queries and SQLAlchemy connection pooling in FastAPI.
Prompt Engineering Directives for OpenAI ChatGPT (GPT-4o)
Hierarchical System Directives
GPT-4o excels when given an explicit role hierarchy followed by negative constraints (e.g., "Do not include conversational preamble or apologies").
Structured Output Constraints
For deterministic extraction, enforce JSON schemas or strict Markdown tables to avoid token bloat and hallucinated values.
Frequently Asked Questions
How do I optimize system prompts for ChatGPT-4o?▼
Structure your prompt with distinct sections: System Persona, Context Variables, Operational Constraints, and Output Format. This ensures maximum attention weighting across long contexts.
Can these prompts be used with the OpenAI API?▼
Yes, all templates are optimized for developer API system roles as well as the interactive ChatGPT web workspace.