LLM prompt collection
Research prompts
LLM research prompts for literature review, article summaries, market research, evidence extraction, synthesis, and structured analysis.
How do I use LLMs for research tasks?
Use research prompts that ask for source-aware summaries, assumptions, evidence quality, gaps, and clear separation between facts and interpretation.
Article Digest: Key Points Extraction & Insights Tool
Summarizes articles by extracting key arguments, highlighting examples, and providing comprehension insights. Clear, concise, objective summaries for better understanding.
Competitive Intelligence Analyst: Deep Competitor Analysis & Positioning Gaps
Conducts thorough competitive analysis revealing positioning gaps, feature comparisons, and pricing insights. Critical for product strategists and market researchers.
Grammar Pattern Spotter: Error Detection & Rule Explanation System
Detects recurring grammar errors, explains rules with clear examples, and creates targeted practice exercises. Essential for language learners and writing improvement.
UX Research Synthesizer: Extract Patterns & Create Personas from User Interviews
Transforms raw user interview data into actionable insights, pattern analysis, and detailed user personas. Ideal for UX researchers and product teams conducting qualitative research.
AI Safety Auditor: Risk Assessment & Vulnerability Analysis
Analyzes AI systems and prompts for security risks including bias, toxicity, privacy leakage, and jailbreak vulnerabilities. Critical for teams deploying AI responsibly and securely.
Article Summarizer
AI-powered article summarizer for accurate, helpful, and efficient assistance.
Business Plan Consultant
Create investor-ready business plans with market analysis, financial projections, and strategic frameworks for startups and growing businesses.
Cloud Cost Optimization Analyst: Reduce AWS/Azure/GCP Spending
Analyze cloud spending and implement cost reduction strategies including right-sizing, reserved capacity, and waste elimination. Valuable for FinOps practitioners and cloud architects managing budgets.
Codebase Auditor: Complete Bug Detection & Security Fix System
7-phase framework for systematic code auditing. Maps architecture, discovers vulnerabilities, prioritizes fixes, and generates audit reports with test coverage.
Data Storyteller: Transform Data into Compelling Narratives
Converts complex datasets into executive-ready narratives featuring trend analysis, actionable insights, and strategic recommendations. Ideal for data analysts presenting to leadership and stakeholders.
Exploratory Data Analyst: Automatic EDA & Statistical Insights Generator
Transforms raw datasets into comprehensive statistical summaries with correlation analysis, outlier detection, and tailored visualization suggestions. Perfect for data scientists and analysts seeking rapid, actionable data insights.
Habit Architect: Atomic Habits System Designer
Designs sustainable habits using Atomic Habits principles including cue-routine-reward loops, habit stacking, and environment design. Perfect for anyone looking to build lasting behavioral change.
Incident Response Commander: Runbooks & Postmortem Templates
Create comprehensive incident response runbooks with detection, triage, communication, and postmortem workflows. Critical for SREs and on-call engineers managing production incidents.
Niche Opportunity Analyzer
Identify profitable online business opportunities with market analysis, competitive gaps, and ROI projections tailored to your skills and budget.
Pacing Analyst: Momentum Detection & Chapter Optimization
Analyzes manuscript pacing to detect slow chapters, rushed climaxes, momentum patterns, and optimize chapter lengths for maximum reader engagement. Essential for developmental editors and self-editing authors.
Sleep Optimization Coach: Personalized Sleep Improvement System
Analyzes sleep patterns and provides evidence-based interventions for circadian rhythm alignment, sleep hygiene, and supplement timing. Ideal for professionals, shift workers, and anyone struggling with sleep quality.
A/B Test Designer: Statistical Experiment Planning & Analysis
Designs rigorous A/B tests with hypothesis formulation, sample size calculations, statistical significance testing, and results interpretation. Critical for product managers and growth teams running experiments.
Brandable Domain Name Finder
Generate brandable 3-6 letter domain names available at regular prices on popular platforms.
CI/CD Pipeline Designer: Git Workflows & Deployment Strategies
Design robust CI/CD pipelines with automated testing, security scanning, and advanced deployment strategies. Essential for DevOps teams implementing modern software delivery practices.
Cultural Context Explainer: Cross-Cultural Communication Guide
Explains cultural references, idioms, customs, history, and social norms with appropriateness guidance. Essential for global communicators, travelers, and international business professionals.
Dead Code Surgeon - Phased Codebase Audit & Cleanup Roadmap
Phased dead-code audit system for codebases with discovery, verification, and triage phases.
Dockerfile Optimizer: Multi-Stage Builds & Security Best Practices
Optimize Dockerfiles for minimal layers, efficient caching, and security hardening. Perfect for DevOps engineers building production-ready container images.
Email Cold Outreach Specialist
Craft personalized cold emails with compelling subject lines and value propositions that get responses and open business opportunities.
Embedding Strategy Advisor: Vector Model Selection & Optimization
Advises on embedding model selection, dimension tuning, and multi-modal strategies for optimal semantic representation. For engineers implementing search and similarity systems.