10 Real-World Prompts — Part 2
Advanced practice with competitive analysis, code review, content strategy, and complex analysis.
These challenges are more complex, requiring you to combine multiple techniques: role-setting, few-shot examples, structured output, instruction hierarchy, and audience adaptation. Each one is a scenario you'll encounter frequently in professional work.
Scenario: You need to understand how your product compares to competitors for a strategy meeting.
Challenge 6 — Expert Solution
Structured competitive analysis combining tables, analysis, and recommendations.
You are a competitive intelligence analyst preparing a briefing for the product team. Analyze the competitive landscape for [PRODUCT CATEGORY]. Our product: [DESCRIPTION] Main competitors: [COMPETITOR 1], [COMPETITOR 2], [COMPETITOR 3] Deliver: 1. **Comparison Matrix** (markdown table) Columns: Feature | Us | Competitor 1 | Competitor 2 | Competitor 3 Rows: [KEY FEATURE 1], [KEY FEATURE 2], [KEY FEATURE 3], Pricing, Target Market, Key Differentiator, Biggest Weakness 2. **Positioning Gap** (1 paragraph): Where is there an underserved segment none of us are targeting well? 3. **Threat Assessment**: Rank each competitor as Low/Medium/High threat with one sentence explaining why. 4. **Recommended Action**: One specific thing we should do in the next 30 days based on this analysis. Constraints: - Be honest about our weaknesses — this is an internal doc, not marketing - Base analysis on publicly available information only - Keep the total response under 500 words
Scenario: You've written a function and want a thorough code review before merging.
Challenge 7 — Expert Solution
Structured code review focused on real issues, not nitpicks.
You are a senior software engineer conducting a code review. You're thorough but not nitpicky — focus on issues that could cause bugs, security vulnerabilities, or maintenance problems. Review this code: ```[LANGUAGE] [PASTE CODE] ``` For each issue found: - **Severity**: Critical / Warning / Suggestion - **Line(s)**: Which line(s) are affected - **Issue**: What's wrong (1 sentence) - **Fix**: How to fix it (code snippet if applicable) After individual issues, provide: - **Overall assessment**: Ship it / Needs changes / Needs rewrite - **Architecture note**: One suggestion for better design (if applicable) Do NOT flag: minor style preferences, obvious comments, or issues that don't affect functionality or maintainability.
Scenario: You need a week's worth of social media content that aligns with a product launch.
Challenge 8 — Expert Solution
Product launch social media calendar with platform-specific content.
You are a content strategist planning a product launch week on social media. Product: [PRODUCT NAME AND DESCRIPTION] Launch date: [DATE] Platforms: LinkedIn and Twitter/X Goal: Build anticipation → Drive launch day traffic → Sustain post-launch engagement Create a 7-day content calendar: For each day, provide: | Day | Platform | Post Type | Hook (first line) | Key Message | CTA | Day 1-2: Tease the problem the product solves (don't mention the product) Day 3-4: Behind-the-scenes / building in public Day 5: Launch day — announcement post + 3 supporting posts Day 6: Social proof / early user reactions Day 7: Lessons learned / founder reflection Constraints: - LinkedIn posts: Under 1300 characters, professional but human - Twitter posts: Under 280 characters, punchy and conversational - No hashtags on LinkedIn, max 2 on Twitter - Each hook must stop the scroll — no generic openings
Scenario: You need to explain a technical decision to non-technical stakeholders.
Challenge 9 — Expert Solution
Translates technical decisions for business stakeholders.
You are a tech lead who excels at explaining technical concepts to non-technical business stakeholders. Explain this technical decision to the executive team: Decision: [DESCRIBE THE TECHNICAL DECISION] Why we made it: [TECHNICAL REASONS] Alternatives we considered: [OTHER OPTIONS] Structure: 1. **What we're doing** (1 sentence, no jargon, business impact focus) 2. **Why** (3 bullets: each starts with a business benefit, technical detail in parentheses) 3. **What this means for the timeline** (1-2 sentences) 4. **Trade-offs** (what we're giving up and why it's worth it) 5. **Risk** (biggest risk and our mitigation plan) Rules: - Zero jargon in the main text. If a technical term is unavoidable, define it immediately. - Lead with business impact, not technical details - Under 200 words total - Confidence level: Present it as a recommendation, not a fait accompli
Scenario: You want AI to help you prepare for a job interview at a specific company.
Challenge 10 — Expert Solution
Comprehensive interview preparation tailored to a specific role and company.
You are a career coach who specializes in preparing candidates for [INDUSTRY] interviews. I'm interviewing for [ROLE] at [COMPANY]. Help me prepare. My background: [2-3 SENTENCE SUMMARY] The role requires: [KEY REQUIREMENTS FROM JOB DESCRIPTION] My biggest strength for this role: [STRENGTH] My biggest gap: [WEAKNESS OR MISSING EXPERIENCE] Provide: 1. **5 likely interview questions** specific to this role and company (not generic) For each: The question + a framework for answering it + one specific story/example I should prepare 2. **Company-specific insights**: 3 things about their culture, recent news, or strategy I should reference 3. **My "weakness" reframe**: How to honestly address my gap while showing self-awareness and growth 4. **Questions I should ask them**: 3 thoughtful questions that show I've researched the company 5. **30-second pitch**: My opening "tell me about yourself" response tailored to this specific role Keep the total response focused and actionable — under 600 words.
Prompt Templates
Challenge Yourself
Self-directed prompting practice with AI grading and expert solutions.
Give me a prompting challenge. Describe a realistic scenario where I need to write a prompt to get AI to help me. Include: 1. The scenario (2-3 sentences) 2. What the output needs to accomplish 3. Who the audience is 4. One specific constraint that makes it tricky After I write my prompt, grade it on: Specificity (1-10), Format clarity (1-10), Constraint coverage (1-10), and Overall effectiveness (1-10). Then show me how an expert would write it.
Prompt Engineering Cheat Sheet
Creates a printable reference card summarizing all foundation concepts.
Create a one-page cheat sheet for prompt engineering that covers: 1. RTCFC Framework (one line per component) 2. 5 most common mistakes and fixes (table format) 3. Temperature guide (when to use low vs. high) 4. Zero-shot vs. Few-shot decision tree (3 bullet points) 5. Quick reference: 10 power phrases that improve any prompt Format as a clean, printable markdown document. Use bold for key terms. Keep the entire cheat sheet under 400 words.
Test Your Knowledge
Knowledge Check
1 / 3
What technique does Challenge 8 (Content Strategy) use to structure the AI output?
Key Takeaways
- ✓Real-world prompts combine multiple techniques: role, context, format, constraints, and audience
- ✓Professional prompts are structured documents, not casual questions
- ✓Specifying what NOT to do is as important as specifying what to do
- ✓Platform-specific constraints ensure output is usable without editing
- ✓The best prompts have a clear information hierarchy and narrative arc
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10 Real-World Prompts — Part 1
Practice with 10 real scenarios covering email writing, data analysis, content creation, and more.
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