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Prompt Patterns for Business Tasks

10 min

Why write a new prompt from scratch every time when proven patterns already exist? Just like software developers use design patterns to solve common problems efficiently, business people can use prompt patterns to handle recurring tasks effectively. A prompt pattern is a template you can reuse and adapt, eliminating the need to reinvent the wheel.

This lecture teaches you five proven patterns used repeatedly by successful AI practitioners in business. Each pattern specifies a role, approach, and structure optimized for a specific type of task. Once you master these patterns, you can apply them to hundreds of similar situations with minor modifications.

Pattern 1: The Analyst Pattern

When to use it: Examining data, extracting insights, evaluating options, making recommendations.

Best for: Metrics review, customer feedback analysis, vendor evaluation, competitive research, financial analysis, performance assessment.

The Analyst Pattern Template

Use this structure:

Template: "You are an expert analyst specializing in [YOUR FIELD]. [CONTEXT ABOUT YOUR SITUATION] Analyze the following [DATA/INFORMATION]: [INSERT DATA OR COPY-PASTE CONTENT] Specifically, identify: [3-5 SPECIFIC INSIGHTS YOU WANT]. Format your analysis as: [FORMAT]. Keep to [LENGTH LIMIT]. Assume [AUDIENCE LEVEL]."

Example: Analyzing Customer Feedback

Real Example: "You are an expert in customer experience and user research. Our company is a B2B SaaS project management tool with 200 mid-market customers. We're analyzing churn risk. Analyze this customer feedback from our recent survey: [PASTE 20 FEEDBACK RESPONSES HERE] Specifically identify: 1) The top 3 pain points mentioned, 2) Which customer segments express which problems most, 3) Quick wins we could address immediately, 4) Structural issues requiring product changes. Format as: Pain Point (with quote examples), Affected Segments, Severity (High/Medium/Low), Recommended Action. Keep under 500 words. Audience: Our product team, non-technical but analytical."

The Analyst pattern works because it constrains the AI to examine rather than opine. It requires data-based reasoning rather than creativity. This is ideal when you need facts extracted from information rather than new ideas generated.

Pattern 2: The Strategist Pattern

When to use it: Big-picture thinking, growth opportunities, competitive positioning, business direction.

Best for: Annual planning, market entry strategy, product positioning, pricing strategy, go-to-market planning, competitive response.

The Strategist Pattern Template

Use this structure:

Template: "You are a strategic business consultant with [RELEVANT EXPERIENCE]. Your goal is to help [YOUR COMPANY] achieve [STRATEGIC GOAL]. Here's our context: [COMPANY OVERVIEW], [MARKET POSITION], [KEY CONSTRAINTS], [TIMEFRAME]. Develop a strategic recommendation addressing [SPECIFIC CHALLENGE]. Your recommendation should: [CRITERIA 1], [CRITERIA 2], [CRITERIA 3]. Structure your response as: Executive Summary (150 words), Strategic Pillars (3-4 main approaches), Implementation Timeline, Key Metrics to Track, Risks and Mitigation."

Example: Market Entry Strategy

Real Example: "You are a go-to-market strategist with experience helping B2B SaaS companies enter new markets. Your goal is to help us expand our project management software to a new customer segment. Our context: We're a 40-person SaaS company with $3.2M ARR serving mid-market companies (50-500 people). Our product is strong in enterprise-grade features. We currently focus on operations and finance teams. We want to expand to marketing departments but don't know if product or positioning changes are needed. We have $100k to invest in this expansion over 12 months. Develop a market entry strategy for the marketing department segment. Your strategy should: Address whether we need product changes, clarify positioning differences, identify which marketing roles are our ideal customer, recommend go-to-market approach (sales-led or self-serve). Structure as: Executive Summary (150 words), Market Opportunity Analysis, Positioning Recommendation, Ideal Customer Profile for Marketing, Recommended Go-to-Market Approach, 12-Month Implementation Timeline, Key Success Metrics."

The Strategist pattern forces big-picture thinking. It resists the urge to jump to tactics before strategy. It requires the AI to reason about competitive positioning and business direction, not just features and functions.

Pattern 3: The Editor Pattern

When to use it: Improving, refining, and polishing existing content.

Best for: Email refinement, proposal editing, copy improvement, tone adjustment, clarity checking, messaging alignment.

The Editor Pattern Template

Use this structure:

Template: "You are an expert editor specializing in [TYPE OF CONTENT] for [AUDIENCE TYPE]. Your job is to make this content more [DESIRED QUALITY]. Here's the content I've drafted: [INSERT YOUR DRAFT] Edit this for: [SPECIFIC IMPROVEMENTS - e.g., clarity, conciseness, persuasiveness, tone]. Specifically, [CONSTRAINTS - e.g., keep it under 150 words, make it more casual, add social proof]. Return the improved version and note the 3 most important changes you made."

Example: Email Refinement

Real Example: "You are an expert editor specializing in B2B SaaS emails for busy operations managers. Your job is to make this email more compelling and action-oriented. Here's the email I've drafted: [PASTE YOUR EMAIL DRAFT] Edit this for: clarity (make the ask obvious), urgency (add light urgency without pressure), personalization (make it feel less generic), and conciseness (cut anything that doesn't drive the ask). Specifically, keep it under 200 words, maintain a professional-but-friendly tone, and include a clear single call-to-action. Return the improved version and note the 3 most important changes you made."

The Editor pattern is perfect when you have draft content but it's not quite right. The Editor pattern never asks the AI to write from scratch—it refines and improves your work. This produces better results and ensures the voice stays yours.

Pattern 4: The Teacher Pattern

When to use it: Creating educational content, explaining concepts, training your team, clarifying complex topics.

Best for: Onboarding guides, training materials, explanation emails, documentation, internal education, knowledge transfer.

The Teacher Pattern Template

Use this structure:

Template: "You are an expert educator teaching [TOPIC] to [AUDIENCE]. Your goal is to make this concept crystal clear, even if they have no background in [FIELD]. Explain [SPECIFIC CONCEPT/TOPIC] in a way that: [CRITERIA 1: e.g., uses real business examples], [CRITERIA 2: e.g., avoids jargon], [CRITERIA 3: e.g., includes step-by-step process]. Format as: Overview (1 paragraph), Why This Matters (1 paragraph), Key Concepts (3-4 bullet points with definitions), Real Example (with walkthrough), Common Mistakes to Avoid (3 bullets), Action Step (what to do now)."

Example: Onboarding New Sales Team Member

Real Example: "You are an expert onboarding coach for sales teams. Your goal is to help a new team member understand our sales process and compensation structure. Explain our commission structure: 3% commission on total deal value for deals under $50k, 4% for deals $50k-$150k, 5% for deals over $150k. Accelerator: 6% on any deal revenue over quarterly target. Annual salary $80k + commissions. Our average deal is $25k, typical sales cycle is 6 weeks, and reps close 20-25% of qualified demos. Format as: Overview (1 paragraph), Why It Matters (1 paragraph), Commission Formula (clear breakdown with example math), Realistic Earnings Expectation (e.g., first rep at your company made $X in year one), Common Questions, Action Steps (understand your current pipeline, calculate potential earnings)."

The Teacher pattern forces clarity. It prevents you from assuming the audience understands something they don't. It requires step-by-step breakdown with concrete examples.

Pattern 5: The Devil's Advocate Pattern

When to use it: Testing ideas, finding holes in plans, anticipating objections, stress-testing strategies.

Best for: Pre-mortem analysis, objection handling, risk assessment, decision validation, competitive threat assessment, market entry risk analysis.

The Devil's Advocate Pattern Template

Use this structure:

Template: "You are a critical thinking expert and devil's advocate. Your job is to find the holes and risks in our thinking. Be direct and challenging. Here's what we're proposing: [DESCRIBE YOUR PLAN/IDEA] Play devil's advocate by: 1) Identify the 3 biggest assumptions we're making, 2) Argue why this plan might fail spectacularly, 3) Identify which customer segments or scenarios would reject this, 4) Highlight what competitive threats could undermine this. Format as: Biggest Assumptions (numbered list), Failure Scenarios (3 ways this could fail), Dissatisfied Customers (which segments might hate this), Competitive Threats (how competitors could counter this), Overall Risk Assessment (High/Medium/Low)."

Example: Product Launch Risk Assessment

Real Example: "You are a critical thinking expert and devil's advocate. Your job is to find the holes and risks in our product launch strategy. Here's what we're proposing: We're launching a new 'automation' feature for our project management software next month. We're adding job scheduling, workflow automation, and integration with Zapier. We think this will let us charge $100/month more (moving from $300 to $400/month). We're targeting mid-market operations teams. We haven't conducted customer research on this specific feature. Play devil's advocate by: 1) Identify the 3 biggest assumptions, 2) Argue why customers will reject this, 3) Identify which segments would have strong objections, 4) Highlight what competitors could do to undermine this. Format as: Critical Assumptions, Failure Scenarios (3 specific ways this launches and falls flat), Dissatisfied Customer Segments, Competitive Threat Response, Overall Risk Assessment with confidence level."

The Devil's Advocate pattern is essential before major decisions. It prevents groupthink. It forces you to consider what could go wrong rather than assuming success. This pattern should always precede major strategic decisions.

Building Your Prompt Pattern Library

These five patterns cover the majority of business tasks:

Pattern Purpose Best For Output Type
Analyst Extract insights from data Data review, feedback analysis, vendor evaluation Analysis with recommendations
Strategist Big-picture thinking Planning, positioning, growth strategy Strategic roadmap with implementation
Editor Polish and improve existing content Email refinement, copy improvement, tone adjustment Improved version with notes
Teacher Explain concepts clearly Onboarding, training, documentation Educational content with examples
Devil's Advocate Find risks and holes Risk assessment, decision validation, pre-mortem Critical analysis of assumptions and risks

The beauty of these patterns is that you can combine them. You might use the Strategist pattern to develop a strategy, then the Devil's Advocate pattern to test it, then the Teacher pattern to explain it to your team.

Key Takeaway

Five proven prompt patterns—Analyst, Strategist, Editor, Teacher, and Devil's Advocate—cover the vast majority of business tasks. Rather than writing new prompts from scratch, save yourself time by using these patterns as templates. Customize the context and task for your specific situation, and you'll get consistent, high-quality output. Build a library of these patterns with your variations, and you'll create prompts faster while maintaining quality.

What You'll Learn Next

Now that you know productive patterns for getting good output, the next lecture covers the mistakes people make. teaches you to recognize and avoid the patterns that produce poor output.

Frequently Asked Questions

What are prompt patterns and why do they matter?

Prompt patterns are reusable templates that specify what role the AI should take, what task to perform, and how to approach it. They matter because they eliminate the need to design prompts from scratch every time. Once you have a pattern that works well, you can reuse it hundreds of times with just minor modifications for different contexts. This saves time and produces consistent quality.

What is the Analyst pattern used for?

The Analyst pattern is used for examining data, extracting insights, evaluating options, and making recommendations. It's ideal for reviewing metrics, analyzing customer feedback, evaluating vendor options, competitive research, or any task where you need objective analysis of existing information rather than creative content generation. The pattern constrains the AI to examine and reason rather than opine.

When should I use the Strategist pattern?

Use the Strategist pattern when you need big-picture thinking about direction, growth opportunities, competitive positioning, or business challenges. It's ideal for annual planning, market entry strategy, product positioning, and major business decisions. The Strategist pattern resists jumping to tactics and forces reasoning about competitive context and business direction.

What is the Editor pattern for?

The Editor pattern is used for improving, refining, and polishing existing content. Use it to edit emails before sending, improve proposals, refine copy, check for clarity, ensure tone is appropriate, and make content more compelling. The Editor pattern always starts with existing content you've drafted, making it perfect for refining your work without starting from scratch.

How are prompt patterns different from individual prompts?

A prompt pattern is a template you reuse. An individual prompt is written for one specific task. Patterns save time because you build the structure once, then use it repeatedly by just changing the specific context and task. One well-designed pattern can be used hundreds of times. Patterns also ensure consistency in how you approach similar types of work.