Prompt Engineering Beispiele

# Prompt Engineering Fundamentals

## 1. Basic Prompt Structure

### Simple Task Prompt
```
Translate the following English text to French:
"Hello, how are you today?"
```

### Role-based Prompt
```
You are a professional translator specializing in technical documentation.
Translate the following user manual from English to Japanese, maintaining technical accuracy
and using appropriate formal language:

[Insert text here]
```

### Task with Constraints
```
Write a Python function that:
- Takes a list of numbers as input
- Returns the average of the numbers
- Handles empty lists gracefully
- Includes proper error handling
- Is well-documented with docstrings

Requirements:
- Use Python 3.8+ syntax
- Include type hints
- Provide examples in docstring
```

## 2. Output Formatting Prompts

### JSON Output Format
```
Extract key information from the following email and format it as JSON:

Email: [Insert email text]

Expected JSON format:
{
    "sender": "string",
    "subject": "string",
    "date": "YYYY-MM-DD",
    "urgency": "high|medium|low",
    "action_items": ["string", "string"],
    "summary": "string (max 100 words)"
}
```

### Tabular Output Format
```
Analyze the following product reviews and create a comparison table:

Product Reviews:
[Insert reviews here]

Create a markdown table with the following columns:
| Product | Rating | Pros | Cons | Recommendation |

```

### Structured List Format
```
Summarize the key findings from this research paper:

[Paper text here]

Provide the summary in the following format:
1. **Main Research Question**: [Clear statement]
2. **Methodology**: [Brief description]
3. **Key Findings**:
   - Finding 1: [Description]
   - Finding 2: [Description]
   - Finding 3: [Description]
4. **Implications**: [Broader impact]
5. **Limitations**: [Study constraints]
```

## 3. Chain-of-Thought Prompts

### Step-by-Step Problem Solving
```
Solve this math problem step by step, showing your reasoning:

Problem: A store sells apples at $0.50 each and oranges at $0.75 each.
If a customer buys 8 apples and 12 oranges and pays with a $20 bill,
how much change do they receive?

Please show your work:
1. Calculate the cost of apples
2. Calculate the cost of oranges
3. Calculate the total cost
4. Calculate the change
```

### Analytical Reasoning
```
Analyze this business scenario and provide recommendations:

Scenario: A local coffee shop has seen a 30% decrease in customers over the past 6 months.
The owner mentions that a new competitor opened nearby 4 months ago.

Think through this step by step:
1. What factors might be causing the decline?
2. What data would help identify the root cause?
3. What strategies could the shop implement?
4. Prioritize the recommendations by impact and feasibility
```

## 4. Few-Shot Learning Examples

### Classification with Examples
```
Classify the sentiment of these movie reviews as Positive, Negative, or Neutral.

Examples:
Review: "This movie was absolutely fantastic! Great acting and storyline." → Positive
Review: "The film was boring and poorly directed." → Negative
Review: "It was an okay movie, nothing special but not terrible either." → Neutral

Now classify:
Review: "I loved every minute of it! Highly recommended!"
Review: "The plot was confusing and the acting was subpar."
Review: "Some good moments but overall disappointing."
```

### Format Learning
```
Convert these sentences to passive voice:

Examples:
Active: "The chef prepared the meal." → Passive: "The meal was prepared by the chef."
Active: "The team completed the project." → Passive: "The project was completed by the team."

Convert these:
Active: "The student wrote the essay."
Active: "The company launched the new product."
```

## 5. Constraint-Based Prompts

### Word Count Limitation
```
Summarize this article in exactly 50 words:

[Insert article text]

Requirements:
- Must be exactly 50 words (no more, no less)
- Capture the main points
- Maintain factual accuracy
- Use complete sentences
```

### Style Constraints
```
Rewrite this business email in a more casual, friendly tone:

[Insert formal email here]

Requirements:
- Use contractions (don't, it's, you're)
- Make it more conversational
- Keep it professional but approachable
- End with a friendly closing
```

## 6. Comparative Analysis Prompts

### Compare and Contrast
```
Compare and contrast Python and JavaScript for web development:

Create a structured comparison covering:
1. Performance
2. Learning curve
3. Community support
4. Use cases
5. Job market demand
6. Integration capabilities

For each category, provide specific examples and use cases.
```

### Decision Making
```
Help me choose between these two smartphones:

Phone A: [Specs and features]
Phone B: [Specs and features]

Analyze based on:
- Camera quality
- Battery life
- Performance
- Price value
- User experience
- Long-term support

Provide a recommendation with reasoning for a professional photographer who travels frequently.
```

## 7. Creative Generation Prompts

### Story Writing with Constraints
```
Write a short story with these constraints:
- Genre: Science fiction
- Length: 500-600 words
- Setting: A Mars colony in 2085
- Main character: A botanist
- Plot twist: An unexpected discovery changes everything
- Theme: Human adaptation and resilience
```

### Marketing Copy Generation
```
Create marketing copy for a new productivity app:

Product Features:
- Task management with AI prioritization
- Team collaboration tools
- Integration with popular services
- Analytics dashboard
- Mobile and desktop versions

Write:
1. A catchy headline (max 10 words)
2. A short elevator pitch (30 seconds)
3. Three key benefit bullet points
4. A call-to-action
5. Target audience description
```

## 8. Error Correction and Refinement

### Code Review Prompt
```
Review this Python code for bugs, improvements, and best practices:

~~~python
[Insert code here]
~~~

Check for:
1. Potential bugs or edge cases
2. Performance optimizations
3. Code style and readability
4. Security vulnerabilities
5. Python best practices

Provide specific suggestions with examples.
```

### Writing Improvement
```
Improve this paragraph for clarity, conciseness, and impact:

[Insert paragraph here]

Focus on:
- Eliminating redundant words
- Improving sentence structure
- Enhancing readability
- Maintaining the original meaning
- Making it more engaging
```

# Advanced Prompt Techniques

## 1. Multi-Step Reasoning Chains

### Complex Problem Decomposition
```
You are an expert business analyst. Help me develop a comprehensive market entry strategy for a sustainable fashion brand entering the European market.

Break this down into these phases:
1. Market Research & Analysis
2. Regulatory Compliance
3. Supply Chain Strategy
4. Marketing & Branding
5. Financial Planning

For each phase, provide:
- Key considerations
- Potential challenges
- Actionable steps
- Timeline estimates
- Success metrics

Start with Phase 1 and proceed systematically through all phases.
```

### Iterative Refinement Process
```
We're going to develop a machine learning model through iterative improvement.

Step 1: Initial Model Design
- Problem: Predict customer churn for a telecom company
- Dataset: Customer usage, billing, and support tickets
- Target: Binary classification (churn/no churn)

Provide an initial model architecture and approach.

After I review your suggestion, I'll provide feedback for improvement in Step 2.
```

## 2. Complex Role-Playing Scenarios

### Expert Consultation Simulation
```
You are Dr. Sarah Chen, a cybersecurity expert with 15 years of experience specializing in ransomware defense for healthcare organizations.

Background: A medium-sized hospital (500 beds) has been hit by a ransomware attack affecting their Electronic Health Record (EHR) system.

Current situation:
- Attack discovered 2 hours ago
- Systems encrypted with new variant
- No backup accessible yet
- Emergency protocols activated
- IT team working on containment

As Dr. Chen, provide:
1. Immediate priority actions (first 24 hours)
2. Communication strategy (internal and external)
3. Regulatory compliance considerations (HIPAA)
4. Patient safety protocols
5. Long-term prevention strategies

Use your expertise to prioritize actions and explain your reasoning.
```

### Negotiation Practice
```
Simulate a salary negotiation scenario:

Role 1: You are Sarah, a senior software developer with 5 years of experience
Role 2: You are the hiring manager at a growing tech startup

Background:
- Current offer: $95,000 base salary
- Sarah's current salary: $85,000
- Market rate for similar roles: $100,000-$120,000
- Sarah wants: $110,000, better benefits, and remote work options

Simulate this negotiation, playing both roles alternately. For each response:
- State who is speaking (Sarah or Manager)
- Make a realistic offer or counter-offer
- Justify your position with reasoning
- Consider the company's constraints and the candidate's value

Continue until you reach agreement or deadlock.
```

## 3. Metacognitive and Self-Reflection Prompts

### Process Analysis
```
Analyze your own thinking process for solving this problem:

Problem: "Design an efficient algorithm to find the top 10 most frequent words in a 1GB text file."

For your solution, explain:
1. How you initially understood the problem
2. What assumptions you made
3. What approaches you considered
4. Why you chose your final approach
5. Potential edge cases you identified
6. How you would optimize further

Reflect on what this reveals about your problem-solving patterns.
```

### Confidence Assessment
```
I'm going to ask you several questions. For each answer, rate your confidence from 1-10 and explain your reasoning.

Question 1: What is the expected impact of quantum computing on modern cryptography?

After providing your answer, include:
- Confidence rating (1-10)
- What makes you confident or uncertain
- What additional information would increase your confidence
- Potential biases in your knowledge
```

## 4. Cross-Domain Integration Prompts

### Interdisciplinary Problem Solving
```
You are both a data scientist and a behavioral psychologist. Help design a personalized learning platform that adapts to individual learning styles while considering psychological principles of motivation and engagement.

Consider:
1. Learning style assessment methodologies
2. Adaptive content delivery algorithms
3. Gamification and motivation strategies
4. Progress tracking and feedback systems
5. Psychological barriers to learning
6. Accessibility considerations

Provide an integrated solution that combines both technical and psychological approaches.
```

### Creative and Technical Fusion
```
You are an AI researcher and a professional storyteller. Create an interactive narrative game that teaches fundamental AI concepts through gameplay.

Requirements:
- Target audience: High school students
- Game mechanics: Simple, web-based
- AI concepts: Neural networks, training, bias, ethics
- Narrative: Engaging story with player choices
- Educational goals: Clear learning outcomes

Design:
1. Core game concept and story
2. How AI concepts are integrated
3. Learning progression
4. Player interaction mechanics
5. Assessment of understanding
```

## 5. Complex Data Analysis Prompts

### Multi-Dataset Analysis
```
You have access to three datasets about a city's urban development:

Dataset 1: Real estate prices (last 10 years)
Dataset 2: Public transportation usage patterns
Dataset 3: Business establishment openings/closings

Perform a comprehensive analysis to identify:
1. Correlation patterns between datasets
2. Leading indicators for gentrification
3. Impact of transportation improvements on property values
4. Business ecosystem health indicators
5. Predictive insights for next 5 years

Present findings with:
- Data visualization recommendations
- Statistical analysis methods used
- Confidence intervals for predictions
- Policy implications
```

### Root Cause Analysis Framework
```
Apply the "5 Whys" methodology to investigate this complex business problem:

Problem: Customer satisfaction scores have dropped by 25% over the past quarter, despite no major product changes.

Use this structured approach:
1. State the initial problem clearly
2. Ask "Why?" and provide multiple plausible causes
3. For each cause, continue asking "Why?" up to 5 levels deep
4. Identify root causes vs. symptoms
5. Prioritize interventions by impact and feasibility
6. Develop action plans for top 3 root causes

Show your reasoning process at each step.
```

## 6. Ethical and Bias Consideration Prompts

### Ethical Framework Application
```
You are an AI ethics consultant. Analyze this AI deployment scenario using multiple ethical frameworks:

Scenario: A bank wants to deploy an AI system for automated loan approval decisions.

Apply these frameworks:
1. Utilitarian framework: Overall happiness and economic impact
2. Deontological framework: Rules and duties
3. Virtue ethics framework: Character and moral principles
4. Care ethics framework: Relationships and responsibilities
5. Justice framework: Fairness and rights

For each framework:
- Identify key ethical considerations
- Analyze potential harms and benefits
- Recommend safeguards and mitigations

Provide a balanced ethical assessment with actionable recommendations.
```

### Bias Detection and Mitigation
```
You are auditing an AI hiring algorithm for potential biases. Here's what you know:

- The algorithm was trained on historical hiring data from the last 5 years
- Company demographics: 65% male, 35% female, 80% white, 20% minority
- Algorithm claims 85% accuracy in predicting successful hires
- Recent audit showed disparate impact on female candidates

Conduct a comprehensive bias analysis:
1. Identify potential sources of bias in training data
2. Design fairness metrics to evaluate
3. Propose data preprocessing techniques
4. Suggest algorithmic modifications
5. Recommend monitoring procedures
6. Develop remediation strategies

Provide specific technical and procedural recommendations.
```

## 7. Learning and Teaching Prompts

### Adaptive Learning System
```
You are an adaptive learning tutor. I want to learn about blockchain technology.

Assess my current knowledge level first, then create a personalized learning path.

Ask me 3 questions to gauge:
1. Technical background
2. Existing blockchain knowledge
3. Learning goals

Based on my answers, design a curriculum that:
- Starts at appropriate difficulty level
- Builds concepts progressively
- Includes practical examples
- Provides interactive exercises
- Adapts based on my progress

After each topic, quiz me to determine if I should advance or review.
```

### Socratic Teaching Method
```
Use the Socratic method to help me understand the concept of "cognitive biases."

Don't lecture me directly. Instead, guide my thinking through:
1. Thought-provoking questions
2. Challenging assumptions
3. Encouraging self-discovery
4. Connecting to personal experiences

Start with general questions about decision-making and gradually lead toward understanding cognitive biases, their types, and real-world applications.

Help me arrive at conclusions through my own reasoning.
```

# Domain-Specific Prompt Templates

## 1. Business and Management Prompts

### Strategic Planning Template
```
Act as a strategic business consultant. Develop a comprehensive strategic plan for:

Company: [Company Name]
Industry: [Industry]
Current Challenges: [List challenges]
Goals: [List objectives]

Provide analysis in this framework:

1. **SWOT Analysis**
   - Strengths (internal capabilities)
   - Weaknesses (internal limitations)
   - Opportunities (external factors)
   - Threats (external challenges)

2. **Strategic Priorities** (Next 12 months)
   - Priority 1: [Goal, metrics, timeline]
   - Priority 2: [Goal, metrics, timeline]
   - Priority 3: [Goal, metrics, timeline]

3. **Resource Requirements**
   - Human resources needed
   - Financial investment required
   - Technology infrastructure
   - Partnerships or alliances

4. **Risk Mitigation Strategies**
   - Top 3 risks and mitigation plans
   - Contingency planning

5. **Success Metrics & KPIs**
   - Leading indicators (predictive)
   - Lagging indicators (results)
   - Monitoring frequency

Make recommendations specific and actionable.
```

### Business Case Development
```
Create a compelling business case for:

Project: [Project Description]
Proposed Investment: $[Amount]
Expected ROI: [Percentage]
Timeframe: [Duration]

Structure the business case as follows:

**Executive Summary** (200 words max)
- Problem statement
- Proposed solution
- Key benefits
- Investment required
- Expected return

**Problem Analysis**
- Current state and challenges
- Business impact of not acting
- Market/industry context

**Proposed Solution**
- Detailed description of solution
- How it addresses the problem
- Implementation approach

**Financial Analysis**
- Cost breakdown (one-time and ongoing)
- Revenue/efficiency projections
- ROI calculation (3-5 year horizon)
- Payback period
- Sensitivity analysis

**Risk Assessment**
- Implementation risks
- Market risks
- Mitigation strategies

**Recommendation**
- Clear go/no-go recommendation
- Next steps and timeline
```

## 2. Education and Learning Prompts

### Lesson Plan Template
```
Create a comprehensive lesson plan for:

Subject: [Subject]
Grade Level: [Grade/Level]
Topic: [Specific Topic]
Duration: [Time]
Learning Objectives: [List]

Include the following components:

**1. Learning Objectives**
- Knowledge objectives (what students will know)
- Skills objectives (what students will be able to do)
- Attitudinal objectives (values/dispositions)

**2. Prerequisites & Prior Knowledge**
- Required background knowledge
- Common misconceptions to address

**3. Materials & Resources**
- Technology requirements
- Handouts/materials
- Equipment needed

**4. Lesson Structure**
- Introduction/Hook (5 minutes)
- Direct Instruction (15 minutes)
- Guided Practice (20 minutes)
- Independent Practice (15 minutes)
- Assessment/Closure (5 minutes)

**5. Differentiation Strategies**
- For struggling students
- For advanced students
- For diverse learning styles

**6. Assessment Methods**
- Formative assessment during lesson
- Summative assessment
- Success criteria

**7. Homework/Extension**
- Reinforcement activities
- Extension challenges
- Real-world connections

Make activities engaging and aligned with learning objectives.
```

### Curriculum Design Template
```
Design a comprehensive curriculum for:

Program: [Program Name]
Target Audience: [Description]
Duration: [Length of program]
Delivery Method: [Online/In-person/Hybrid]

Provide curriculum design covering:

**1. Program Overview**
- Program goals and outcomes
- Target audience analysis
- Prerequisites and entry requirements
- Certification/credentialing options

**2. Learning Pathway Structure**
- Module breakdown with duration
- Prerequisite relationships between modules
- Flexible learning pathways
- Elective options

**3. Module Design Template** (Apply to each module)
- Module title and duration
- Learning objectives
- Weekly breakdown
- Key topics and concepts
- Learning activities and projects
- Assessment methods
- Required resources

**4. Assessment Strategy**
- Formative assessments (quizzes, assignments)
- Summative assessments (projects, exams)
- Peer and self-assessment components
- Feedback mechanisms

**5. Support Systems**
- Instructor support availability
- Peer learning communities
- Technical support
- Academic resources

**6. Quality Assurance**
- Learning outcome measurement
- Student satisfaction surveys
- Continuous improvement process

Ensure alignment with industry standards and best practices.
```

## 3. Healthcare and Medical Prompts

### Clinical Decision Support Template
```
Act as a clinical decision support specialist. Provide analysis for this medical scenario:

Patient Profile:
- Age: [Age]
- Gender: [Gender]
- Chief Complaint: [Symptom/Issue]
- Medical History: [Relevant conditions]
- Medications: [Current medications]
- Allergies: [Known allergies]
- Vital Signs: [Recent measurements]

Clinical Question: [Specific diagnostic or treatment question]

Provide analysis using this structure:

**1. Differential Diagnosis**
- List potential diagnoses with likelihood
- Supporting evidence for each
- Key distinguishing features

**2. Recommended Diagnostic Workup**
- Immediate tests/studies
- Secondary investigations
- Timeline for testing

**3. Treatment Options**
- First-line therapy with rationale
- Alternative treatments
- Potential complications

**4. Risk Assessment**
- Red flag symptoms requiring immediate attention
- Risk factors for adverse outcomes
- Follow-up requirements

**5. Patient Education Points**
- Key information for patient
- Lifestyle recommendations
- When to seek urgent care

Include relevant evidence-based guidelines and cite major recommendations. Always advise consultation with qualified healthcare providers.
```

### Medical Education Template
```
Create an educational module for medical professionals on:

Topic: [Medical Topic]
Target Audience: [Specialty/Level]
Format: [Lecture/Workshop/CME]

Design this educational content:

**1. Learning Objectives**
- Knowledge objectives (clinical facts, guidelines)
- Skills objectives (procedural skills, diagnostic reasoning)
- Attitudinal objectives (patient communication, ethics)

**2. Clinical Background**
- Epidemiology and prevalence
- Pathophysiology overview
- Current standard of care
- Recent advances in the field

**3. Case-Based Learning**
- Present 3 representative cases:
  - Case 1: Classic presentation
  - Case 2: Atypical presentation
  - Case 3: Complex co-morbidities

For each case:
- Clinical scenario
- Key diagnostic findings
- Treatment decisions
- Outcome and follow-up
- Learning points

**4. Interactive Components**
- Decision-making scenarios
- Image/slide interpretations
- Procedure demonstrations
- Q&A discussion points

**5. Assessment Tools**
- Pre-test knowledge assessment
- Post-test to measure learning
- Skills competency checklist
- Feedback mechanisms

**6. Resources and References**
- Key guidelines and protocols
- Current research papers
- Patient education materials
- Clinical decision support tools

Accreditation requirements and CME credit information should be included.
```

## 4. Technical and Engineering Prompts

### Technical Documentation Template
```
Create comprehensive technical documentation for:

Project: [Project Name]
Technology Stack: [Technologies used]
Target Audience: [Developers/Administrators/Users]

Include these documentation sections:

**1. Project Overview**
- Purpose and scope
- Architecture overview
- Key features and capabilities
- System requirements

**2. Installation & Setup**
- Prerequisites and dependencies
- Step-by-step installation guide
- Configuration instructions
- Troubleshooting common issues

**3. API Documentation**
- Authentication methods
- Endpoint specifications
- Request/response formats
- Error codes and handling
- Rate limiting and quotas

**4. User Guide**
- Getting started tutorial
- Feature walkthroughs
- Best practices and recommendations
- Common use cases and examples

**5. Developer Guide**
- Code architecture and structure
- Development environment setup
- Contributing guidelines
- Testing procedures
- Deployment instructions

**6. Maintenance & Operations**
- Monitoring and logging
- Backup and recovery procedures
- Performance optimization
- Security considerations
- Upgrade procedures

**7. FAQ and Troubleshooting**
- Frequently asked questions
- Common error scenarios
- Debugging procedures
- Contact information for support

Use clear, concise language and include code examples where helpful.
```

### Code Review Template
```
Conduct a comprehensive code review for this code submission:

Project: [Project Name]
Programming Language: [Language]
Code Type: [Feature/Refactor/Bug Fix/Documentation]

Review the code using this framework:

**1. Functionality Review**
- Does the code meet requirements?
- Are edge cases handled properly?
- Are there any obvious bugs or logic errors?
- Input validation and error handling

**2. Code Quality Assessment**
- Readability and maintainability
- Naming conventions and style
- Code organization and structure
- Comments and documentation
- Adherence to coding standards

**3. Performance Analysis**
- Time complexity analysis
- Space complexity analysis
- Potential bottlenecks
- Memory usage optimization
- Scalability considerations

**4. Security Review**
- Input sanitization
- Authentication and authorization
- Data validation
- Potential injection vulnerabilities
- Sensitive data handling

**5. Testing Coverage**
- Unit test coverage
- Integration tests
- Edge case testing
- Error condition testing
- Test quality and relevance

**6. Best Practices**
- Design patterns usage
- SOLID principles adherence
- Framework/library best practices
- Industry standards compliance

**7. Specific Recommendations**
- Required changes (must fix)
- Suggested improvements (should fix)
- Optional enhancements (nice to have)

Provide line-by-line feedback where appropriate and overall assessment summary.
```

## 5. Marketing and Content Creation Prompts

### Content Strategy Template
```
Develop a comprehensive content strategy for:

Brand/Company: [Company Name]
Industry: [Industry]
Target Audience: [Detailed description]
Goals: [Marketing objectives]
Budget: [Content budget]
Timeline: [Campaign duration]

Create strategy covering:

**1. Content Audit & Analysis**
- Current content inventory
- Performance analysis
- Gap identification
- Competitor analysis

**2. Content Pillars & Themes**
- Core topics and themes
- Sub-topics and categories
- Content format mix (blog, video, social, etc.)
- Brand voice and tone guidelines

**3. Content Calendar Planning**
- Monthly/weekly content schedule
- Seasonal and timely content
- Content series and campaigns
- Cross-platform distribution strategy

**4. SEO & Keyword Strategy**
- Primary and secondary keywords
- Content optimization guidelines
- Link building strategy
- Local SEO considerations

**5. Content Production Workflow**
- Creation process and tools
- Review and approval workflow
- Quality standards and guidelines
- Resource allocation and budgeting

**6. Distribution & Promotion**
- Primary distribution channels
- Social media strategy
- Email marketing integration
- Paid promotion strategy

**7. Measurement & Analytics**
- Key performance indicators
- Content performance metrics
- ROI measurement
- Optimization and iteration process

Provide specific, actionable recommendations with timeline and resource requirements.
```

### Copywriting Framework Template
```
Create compelling marketing copy using proven frameworks:

Product/Service: [Description]
Target Audience: [Demographics/Psychographics]
Unique Value Proposition: [What makes it special]
Call-to-Action: [Desired action]

Apply these copywriting frameworks:

**1. AIDA Framework**
- **Attention**: Grab audience attention immediately
- **Interest**: Build interest with compelling facts
- **Desire**: Create desire with emotional appeals
- **Action**: Drive specific action

**2. PAS Framework**
- **Problem**: Identify the customer's pain point
- **Agitate**: Amplify the problem's impact
- **Solution**: Present your product as the solution

**3. Features-Benefits Framework**
For each feature, translate to benefits:
- Feature: [Technical feature]
- Benefit: [What it means for customer]
- Proof: [Evidence or testimonial]

**4. Storytelling Framework**
- **Hook**: Relatable opening
- **Conflict**: Problem or challenge
- **Journey**: How solution helps
- **Resolution**: Desired outcome
- **Call-to-action**: Next step

**5. Social Proof Elements**
- Customer testimonials
- Statistics and data
- Expert endorsements
- Case studies
- Awards and recognition

Create copy for different platforms:
- Website landing page
- Email campaign
- Social media posts
- Ad copy
- Product description

Tailor tone and length for each platform while maintaining consistent brand voice.
```

Use these templates as starting points and customize based on specific needs and contexts.