Proompts
Welcome to Proompts, a curated collection of high-quality prompts and workflows for AI-assisted product development, regulatory compliance, and clinical research.
Whether you are a Product Manager, Clinical Lead, or Software Engineer, this repository provides the building blocks to operationalize LLMs in your daily work.
Getting Started
- Browse Categories: Explore prompts by domain (e.g., Clinical, Software Engineering).
- Run Workflows: Use our Workflows Guide to learn how to chain multiple prompts together for complex tasks like "Idea to Epic".
- Copy & Customize: All prompts are in YAML format, ready to be used in your own tools or agents.
Key Concepts
- Prompts: Single-task instructions for an LLM (e.g., "Review this code", "Draft a protocol").
- Workflows: Sequences of prompts that pass data from one step to the next to achieve a larger goal.
- Agents: The AI systems that execute these prompts and workflows.
- System Architecture: Read the canonical guide to understand Prompts as Code, the Simulation Engine, and the Validation Pipeline.
Browse by Category
- Architecture
- Business
- Clinical
- Communication
- Languages
- Management
- Meta
- Regulatory
- Scientific
- Software Engineering
- Technical
- Testing
- Workflows
All Prompts
Adjudication
- Real-Time Adjudication Visibility Dashboard
- Source Document and Endpoint Checklist
- Analyze Adjudication KPIs
Architecture
- TOGAF Phase A - Architecture Vision
- TOGAF Phase B - Business Architecture
- TOGAF Phase C - Information Systems Architectures
- TOGAF Phase D - Technology Architecture
- TOGAF Phase E - Opportunities & Solutions
- TOGAF Phase F - Migration Planning
- TOGAF Phase G - Implementation Governance
- TOGAF Phase H - Architecture Change Management
- TOGAF Preliminary Phase
- TOGAF Requirements Management
Biosafety
Bioskills
Business
- Board Deck Narrative Generation
- Earnings Call Script Prep
- Investor FAQ Generation
- Liquidity Stress Test
- M&A Target Evaluation
- Net Present Value Socratic Tutor
- Regulatory Compliance Summary
- Scenario Modeling & Sensitivity Analysis
- Budget Variance Analysis
- CSM Portfolio Balancing
- Friction-Hunting Onboarding Audit
- Red Account Turnaround Strategy
- Cross-Functional Advocacy Memo
- Voice of Customer Root Cause Analysis
- Trend Spotting vs Anomalies
- Value-Based QBR Generator
- 90-Day Pipeline Health & Next-Best-Action Review
- Competitor-Positioning Brief
- Emerging-Market Opportunity Scan
- Market-Intelligence Radar
- Marketing Campaign for Clinical Services
- Rapid Proposal Builder
- RFP Executive-Summary Generator
- Strategic Business Case for New Service Line
- Clinical-Trial Budget and Burn-Rate Dashboard
- GCP and GDPR Training Compliance Risk Report
- Strategic Workforce and Talent Acquisition Plan
- Build an Audit-Ready Site-Payment Schedule
- Medicare Coverage Analysis
- Global Regulatory and Tax Matrix for Site Payments
- Investigator-Site Payment Forecast
- Payment-Process Risk Assessment and Mitigation
- Payment Reconciliation and Discrepancy Report
- Sunshine Act and FMV Compliance Check
- Build vs. Buy Decision Matrix
- Disruption Radar
- Elevator Pitch for Expensive Tech
- Hype vs. Reality Analysis
- Legacy Modernization Strategy
- Post-Mortem / Incident Report Summary
- Preventing Technical Debt
- Upskilling Program Design
Cfo
- Scenario-Based Clinical-Trial Cash-Flow Forecast
- Competitive-Bid Pricing & Margin Optimizer
- Regulatory-Risk & ESG Impact Dashboard Builder
Chemical Characterization
Clinical
- Audit Trail Review
- CDISC CRF Architect
- CDISC SDTM/ADaM Mapping
- Data Architecture Blueprint
- Data De-identification
- Database Lock Procedures
- Decentralized Trial Risk Matrix
- Data Management Plan (DMP) Development
- Clinical Trial Document Archiving
- eTMF Artifact Classifier
- Medical Coding and Reconciliation Assistant
- Metadata Management
- 21 CFR Part 11 Compliance Verification
- Phase II Oncology DMP
- Regulatory Compliance Verification
- Regulatory Gap Analysis
- SOP Gap Analysis
- Trial Master File (TMF) Maintenance
- Unified Data Cleansing
- Computer System Validation (CSV)
- Digital Health Technology (DHT) Validation
- eConsent Implementation Strategy
- IQ/OQ/PQ Validation
- UAT Script Generator
- CDASH Alignment
- Design Error Prevention
- Electronic Data Capture Implementation
- Semantic Interoperability Optimization
- Clinical Study Report (CSR) Narrative Drafter
- CSR Plain Language Summary Generator
- Informed Consent Form Plain Language Translator
- Pediatric Investigational Plan (PIP) Architect
- Protocol Amendment Rationale Drafter
- Clinical Monitoring Plan Development
- Risk-Based Monitoring Data Evaluation
- RBQM Anomaly Detection
- Protocol Deviation Reporting
- Protocol to CDISC USDM v3.0 Converter
- SOP and TMF Document Synthesis
- SAE and Safety Reporting
- Clinical Trial Agreement (CTA) Negotiation
- Single IRB (sIRB) Plan Submission
- Site Selection and Enrollment Forecaster
- Compassionate Music Therapist & Composer
- Adaptive Recruitment and Retention Strategy
- AI-Powered Site and Recruitment Strategy
- Compliance and Data Quality Monitoring Plan
- Diversity Action Plan Development
- Informed Consent Process Optimization
- Portfolio-Level Clinical Operations Roadmap
- Protocol Optimization and Risk Simulation
- Patient Recruitment and Diversity Acceleration Plan
- Risk-Based Monitoring and Quality Plan
Communication
- 80/20 Crash Course
- Principal Science Communicator (Analogy Engine)
- Data-to-Insight Analyst
- Density Refiner
- Devil’s-Advocate Stress Test
- Empathy-Map Facilitator
- Explain-Like-I’m-5 (ELI5)
- Hero's Journey Storyboarder
- Lay Language Summary Creation
- Negotiation Coach
- Panel Debate
- Pitch-Deck Outliner
- Rapid-Risk-Matrix
- Red-Team Stress-Test Simulation
- Rubber Duck Debugger
- Smart Task Prioritizer
- Socratic-Coach
- Pixar Story Spine Outline
- Storyboard-My-Idea
- Executive Briefing Architect (TL;DR)
- Writing Clarity Mentor
Cra
- Monitoring-Visit Report Generator
- Investigator Follow-up Email & Action-Item Tracker
- Risk-Based Monitoring (RBM) Plan Builder
Data
- Discrepancy Detection & Query Log Generator
- Draft a Data Management Plan Section
- Edit-Check Specification Builder for New eCRF Fields
Data Management
- Protocol-to-TS Generator
- Raw-to-SDTM Auto-Mapper
- ADaM Derivation Writer
- Controlled Terminology Harmonizer
- Clinical ETL Mapping Spec
- Clinical ETL Transformation QC
- Clinical ETL Pipeline Review
Data Science
Eclinical Integration
- Architect the Integration Blueprint
- Data Mapping and Transformation Playbook
- Regulatory and Validation Checklist
Epro
Forms
Google Jules
- Jules Agile Orchestrator
- Jules API Scout
- Jules Compliance Officer
- Jules Concurrency Architect
- Jules Data Architect
- Jules Developer Agent
- Jules DevOps Engineer
- Jules E2E Test Engineer
- Jules FinOps Profiler
- Jules Maintainer
- Jules Orchestrator
- Jules Product Architect
- Jules QA Gatekeeper
- Jules Security Auditor
- Jules System Designer
- Jules Test Generator
- Jules UX Writer
Imaging
- Imaging Charter Draft
- Site Upload QC and Query Generator
- Central Reading Paradigm Design
- Regulatory Imaging Charter Generator
- Image Acquisition QC Workflow Blueprint
- Regulatory Imaging Data Package
Languages
- Advanced Python Testing
- Principal Python Developer
- Python Concurrency Mastery
- Python Hexagonal Architecture
- Python Performance Optimization
- Senior Python Developer
- Principal Rust Developer
- Rust Architectural Patterns
- Principal TypeScript Developer
Lifecycle
Lifestyle
- Eco-Crypto Haiku Oracle
- Culinary Amnestic Reconstruction Engine (CARE)
- Myco-Alchemical Arbitrageur
- Quantum Baroque Garden Architect
Management
- Accelerate Patient Recruitment & Retention
- Digest Regulatory Updates Affecting Protocol
- Portfolio KPI Dashboard Brief
- FDA-Aligned AI Governance Framework
- Crisis-Management Playbook Generator
- Digital Transformation Roadmap for Clinical Operations
- Emerging-Science Horizon Scan
- Executive-Ready Brief and Talking Points
- Executive Trial-Health Dashboard
- Hosting Cost Reduction ToT Plan
- Quarterly Innovation Radar for Decentralized and Hybrid Trials
- Investor and Board Narrative Builder
- Strategic Market and Competitor Radar
- Regulatory and Competitive Intelligence Briefing
- Strategic Consultant SWOT
- Strategic Growth Roadmap
- Strategic Market Foresight and Action Plan
- Strategic Portfolio Prioritizer
- Trial-Design Optimisation Memo
- Reverse Brainstorming
- SCAMPER Ideation Coach
- 90-Day Biostatistics Onboarding Plan
- Leadership Reflection and Culture
- Operational Excellence Communication Framework
- Strategic Alignment and Innovation
- AI-Enhanced RBM Action Plan
- Clinical Trial Protocol Compliance Review
- Pharmacovigilance Safety Signal Prioritization
- Action-Oriented Meeting Minutes & Tracker
- CRO Trial-Performance KPI Dashboard Blueprint
- Fair-Market-Value Budget Negotiation Brief
- Fishbone Facilitator
- Forward-Looking Resource & Capacity Forecast
- Inventory & Demand-Planning Simulation
- KPI Dashboard & Monthly Ops-Review Pack
- Multistudy Resource & Capacity Forecast Plan
- Operational Excellence & Risk Sweep
- 360° Operational KPI & Benchmark Review
- Proactive Risk Heat-Map for Decentralized & Virtual Trials
- Quarterly CRO KPI Executive Brief
- Rapid Process Diagnostic & Lean Improvement Plan
- Rolling Resource & Capacity Forecast
- Study Start-Up Checklist & Timeline
- Risk-Based Vendor Performance Improvement Plan
- Vendor Qualification and Oversight
- Weekly Operations KPI Snapshot
- Career Compass Advisor
- Eisenhower Matrix Coach
- Scenario-Based Financial Navigator
- Learning Path Mentor
- Micro-Habit Health Coach
- Second-Order Thinking Oracle
- Clinical-Trial Timeline and Risk Radar
- Cross-Study Operational Risk Heat Map and Mitigation Plan
- Executive Sponsor Briefing Deck Outline
- Senior Agile Transformation Coach (Retrospectives)
- Portfolio Resource and Budget Forecast
- Project Starter Pack Prompts
- RACI Mapper
- Risk and Pre-Mortem Analysis
- Rollout Risk Matrix
- Sponsor-Ready Monthly Status Brief
- Status Update and Task Prioritization
- TMF Gap-Analysis and Audit Readiness Check
Market Research
- Market Landscape & Trend Analysis
- Target Segment & User Needs Assessment
- Regulatory & Commercial Barrier Mapping
- Market Report Executive Summary
Meta
- The Prompt Alchemist
- Master Ultrameta Prompt Architect
- Meta Prompt Architect
- Prompt Engineer Template
- Task Prototyper
- Worker Prompt
- Agent Persona Generator
- AGENTS.md Checklist Generator
- AI Coding Agent Plan Generator
- Comprehensive Task Template
- MECE Structuring Consultant
- Prompt Engineer Fact Checker
- PromptCrafter GPT
- README Generator
Microbiology
Monitoring
- Risk-Based Site Performance Dashboard
- CAPA Plan Builder for Monitoring Findings
- Monitoring Visit Report (MVR) Quality Critique
Pathology
- Design a Robust Preclinical Pathology Study Protocol
- Evaluate Device–Tissue Interface Findings
- Prepare Pathology Slides and Reporting Plan
Project Management
- Project Charter and Scope Definition
- Comprehensive Risk Register and Mitigation Plan
- Weekly Executive Status Report
- Detailed Project Blueprint and Timeline
Protocol
- Clinical-Trial Protocol Creator
- Ultimate SOP Architect
- Protocol Reviewer and Gap-Analysis Coach
- Protocol Section Refinement
- Protocol to USDM Stage 1 - Metadata
- Protocol to USDM Stage 2 - Rationale
- Protocol to USDM Stage 3 - Workflow
- Protocol to USDM Stage 4 - Concepts
- Protocol to USDM Stage 5 - Assembly
Regulatory
- ALCOA-C Data Integrity Checklist
- DHT Integration Regulatory Checklist
- ICH E9(R1) Estimand Builder
- Human Factors/Usability Summary
- Imaging Endpoint Process Standards Checklist
- Informed Consent Exception (Emergency)
- Intended Use and Indications for Use Alignment
- Multiple Endpoints Regulatory Strategy
- Off-Label Information Dissemination
- RWE Regulatory Framework Summary
- Shelf-life Study Rationale
- 21 CFR Part 14 Auditing
- Citizen Petition Preparation
- Civil Money Penalties Hearing Response
- Financial Disclosure Certification
- Freedom of Information Act (FOIA) Request
- Import Entry Data Element Compilation
- Medical Device Administrative Detention Appeal
- Patent Term Restoration Eligibility
- Privacy Act Auditing
- Public Hearing Participation
- Reclassification Petitioning
- Correction and Removal Reporting
- Cyber Device Security Plan
- IRB Protocol Review
- Labeling Compliance Audit
- Medical Device Recall Strategy
- Medical Device Reporting (MDR)
- Automated Image Assessment System 510(k)
- Carrier Screening System 510(k)
- Clinical Chemistry Device Classification
- Design Verification for BCR-ABL Tests
- iCGM Clinical Testing Strategy
- NGS Tumor Profiling Documentation
- Special Controls Labeling Compliance
- Zika Virus Reagent Study Design
- Directed Food Laboratory Order Verification
- Establishment of Food Traceability Plan
- Food Safety Audit Reporting (Regulatory)
- Foreign Supplier Verification Program (FSVP) Audit
- CAPA Investigation Report Writer
- CAPA Management Process
- CAPA Plan Generator
- CAPA Root Cause Investigator
- CAPA SOP Architect
- Change Control Regulatory Impact Assessor
- Compliance Gap & Risk Matrix
- eTMF Compliance Gap Analysis
- EU MDR PMCF Plan Architect
- EU MDR Post-Market Surveillance Plan Architect
- Financial Conflict of Interest (FCOI) Reporting
- FDA 483 Response Strategist
- GLP Quality Assurance
- iec_62304_soup_anomaly_evaluator
- IEC 62366-1 Summative Usability Evaluation Protocol Architect
- Inspection-Readiness Drill (CAPA Builder)
- Integrated Submission Strategy Coach
- ISO 10993 Biological Evaluation Plan Architect
- MDSAP Nonconformity Grading Evaluator
- Medical Device Recall Strategy Architect
- Medical Device Reporting (MDR) and Vigilance Decision Evaluator
- Part 11 Closed System Audit
- Quality-Improvement RCA & Action Plan
- Quality System Audit
- Quality System Evaluation (MRA)
- Regulatory-Landscape Radar
- Regulatory Radar & Impact Report
- Risk-Based Quality Management Plan
- Risk Management Analysis
- SaMD Cybersecurity Vulnerability Assessor
- samd_hazard_traceability_matrix_generator
- Supplier Corrective Action Request Evaluator
- 510(k)/De Novo Pre-Submission Strategy
- AI Risk Mapper
- ClinicalTrials.gov Registration
- Compliance Gap Assessment
- Dual MDR / IVDR Conformity-Assessment Roadmap
- EU MDR Technical-Documentation Gap Assessment
- IDE Determination and Device Classification
- IND Determination and Application
- IND Readiness Gap Analysis & Filing Road-Map
- IVD Performance Study Compliance Review
- IVDR Performance-Evaluation Plan Blueprint
- Literature & Regulatory Gap Analysis
- Pre-IND Meeting Preparation
- Prompt-Writing Best-Practice Checklist
- 21 CFR 820 / QMSR Gap-Analysis & Remediation
- RA/QA Integrated Quality System Audit
- Regulatory-Change Impact Analysis
- Regulatory Filing Draft Builder
- Request for Designation (RFD) Submission
- Strategic Regulatory Pathway Plan
- 510(k) Substantial Equivalence Preparation
- Combination Product Jurisdiction
- De Novo Request Preparation
- Humanitarian Device Exemption (HDE)
- IDE Application Preparation
- Medicare Coverage Request (IDE)
- Parallel Review Request
- PMA Post-approval Reporting
- PMA Supplement (CBE)
- Premarket Approval (PMA) Preparation
- RTA Checklist Preparation
- UDI GUDID Submission
Rtsm
- Design a Patient-Centered Randomization Scheme
- Forecast Site-Level Drug Supply & Resupply Strategy
- Create a Risk-Based Monitoring & Mitigation SOP for RTSM
Safety
- Clinical Safety Synopsis for EU MDR CER
- FDA MDR/MDV Adverse-Event Narrative
- Post-Market Safety Signal Trending
Scientific
- Biological Evaluation Plan Builder
- Chemical Characterization & TRA Work Plan
- Comprehensive Biocompatibility Test Matrix
- Adaptive Design & Interim Monitoring
- Dual-Language Figure Prompt
- Dunnett Adjustment R Code Generator
- FDA Missing-Data Query Response
- FWER Gatekeeping Procedure Code Generator
- Inclusion/Exclusion, Endpoints & Sample-Size Deep Dive
- Multiplicity Adjustment Code Generator
- Peer-Review Checklist for Manuscript Methods
- Phase II/III SAP Skeleton
- QC Listing & Cross-check Prompt
- Sample-Size & Randomization Strategy
- Statistical Analysis Plan (SAP) Development
- Secondary Endpoint Multiplicity Adjuster
- Statistical Analysis Plan Generator
- Study Design and Statistical Approach
- Submission-Ready Statistical Analysis Plan
- Generate & QC Submission-Ready TLFs
- Time-to-Event Analysis Coach
- Universal Template-Table Prompt
- ClinRO User Manual Generator
- Content Validity & Reliability Analysis
- ePRO Migration Equivalence Checker
- MCID Research and Summary
- Psychometric Validation Methodology
- Qualitative Interview Guide Generator
- Clinical Study Report (CSR) Writing
Site Acquisition
- Site Landscape Mapping & Prioritization
- Tailored Feasibility-Questionnaire Builder
- Personalized Investigator-Outreach Email Generator
Software Engineering
- Coding Session Guidelines
- E2E Test Discovery Lifecycle Template
- Folder and Module Organization
- Project Memory Notes
- Project Review Checklist
- Reflexion Agent Bug Patch
- RequirementsBot Prompt
- Technical Implementation Plan
- To-Do List Template
- Test Architect (Automated Testing)
- Architecture Flow & Diagram Architect
- Bug Finder & Fixer (OpenAI Codex)
- Continuous Integration & Delivery (DevOps Architect)
- Code Review Assistant (Aegis Security)
- Codebase Testing Plan
- GitHub Custom Agent Creator
- DevEx Documentation Architect
- Principal Architect Task Execution
- Project Init & Skeleton (Construct Architect)
- Retrieval-Augmented Answer Composer
- Refactoring Architect
- Security Vulnerability Hunt (Aegis)
- Tooling & Quality Gates (DevEx Architect)
- UI Tweak & Verification (Aegis Security)
Speculative
- Abyssal-Gothic Liquidity Router
- Temporal Syntax Debugger
- Circadian Harpsichord Orchestrator
- Dendro-Balletic BGP Choreographer
- Epigenetic Glassblowing Validator
- Gregorian-Fluid Autoscaler
- Cordyceps Contrapuntist
- Origami-Paleo Cloud Scaler
- Quantum Apiary Conductor
- Quantum Paleo-Arbitrageur
Sterility
- Sterility-Validation Protocol Builder
- Regulatory Gap-Analysis Comparator
- EtO Sterilization Process FMEA
Study Director
- Draft a GLP-Compliant Study Protocol
- Audit Raw Data and Draft a CAPA Summary
- Generate an Executive Summary for the Final Report
Tasks
- PAW Phase 1 - Tactical Recon
- PAW Phase 2 - Architectural Blueprint
- PAW Phase 3 - Precision Strike
- PAW Phase 4 - Quality Assurance & Log
Technical
- Chaos Engineering Experiment Designer
- CQRS and Event Sourcing Architect
- Data Mesh Topology Architect
- Distributed Rate Limiting Architect
- DRY Codebase Analysis
- Edge Computing Topology Architect
- Event-Driven Topology Designer
- finops_cloud_cost_optimization_architect
- GraphQL Supergraph Federation Architect
- Hexagonal Architecture Implementation
- Hexagonal Architecture Principles
- Hexagonal Architecture Review
- Maintainability Codebase Analysis
- Micro-Frontend Orchestration Architect
- Multi-Region Active-Active Resilience Architect
- Multi-Tenant SaaS Architecture Designer
- Real-Time Stream Processing Architect
- Service Mesh Security Architect
- SOLID Codebase Analysis
- Strangler Fig Migration Architect
- Zero-Downtime Database Migration Architect
- Zero Trust Network Architecture Designer
- Universal Automation Agent
- Conversation Stochastic Modeler
- System Design RFC Architect
- AI Email Assistant Go/No-Go Vote
- Heuristic-Evaluation Coach
- Forge - Script Reliability Agent
- Atlas Documentation Specialist
- Source of Truth Harmonizer
- Code Formatting, Linting, and Refactoring Implementation
- Codebase Quality & Maintainability Analysis
- Dependencies & Security Posture Analysis
- Documentation and Repository Structure Implementation
- Repository Foundation & Developer Experience Analysis
- Security Hardening and Dependency Management Implementation
- Test Suite Enhancement and CI Pipeline Implementation
- Testing, Configuration, and Automation Analysis
- Medical Device Cybersecurity Threat Modeling
- Technical White Paper for Clinical Methodologies
Technical Writing
- CSR Results and Safety Section
- Investigator's Brochure Summary of Changes
- SAE and Unanticipated Problem Reporting SOP
Testing
- Framework Implementation: Data-Driven Testing
- Advanced Design Patterns: Fluent Interface
- Framework Best Practices: Locator Strategy
- Project Configuration: Maven Setup
- Execution Optimization: Parallel Testing
- Architecture Design: Page Object Model
- Selenium Migration: Script Conversion
- Cross-Browser Infrastructure: Selenium Grid
- Test Environment: Python & Selenium Base
- Reporting and Maintenance: Custom Reports
- Synchronization Strategy: Explicit Waits
- Security Testing: OWASP ZAP Integration
- Driver Configuration: WebDriver Initialization
- E2E Test Discovery Template
- Design Verification Test Plan
- Human Factors Validation Study Protocol
- Risk-Based Test Case Suite
Therapy
Training
- Competency-Based Onboarding Blueprint
- Scenario-Based Microlearning Series
- Training Impact Analytics Planner