40 AI Prompts for Expert Output

πŸš€ The core idea

A real prompt is an engineered instruction, not a wish. It specifies role, context, constraints, format, quality standard, and examples. The author tested 500+ prompts and kept the 40 that produce expert-level output every run on Claude, ChatGPT, and Gemini. Originally a Twitter thread by @eng_khairallah1.

Closely aligned with the engineered-prompt philosophy in Context Engineering and Claude Code Best Practice β€” substance over wishes.

πŸ—’οΈ Description

Six categories, 40 prompts. Each prompt is a parametrized template with rules, structure, and quality gates. Save the list, customize the variables, build a personal template library over time.

🧩 Categories

  • Writing and content (01–10) β€” Expert Article Writer, Thread Architect, Email Drafter, Content Repurposer, Copywriting Converter, Blog Post Outliner, Storytelling Transformer, Headline Generator, Case Study Builder, Style Mimic
  • Analysis and strategy (11–20) β€” SWOT, Decision Matrix, Root Cause (5 Whys), Market Opportunity Scanner, Meeting Strategist, Pricing Strategist, Competitive Teardown, OKR Builder, Risk Assessor, Retrospective Facilitator
  • Technical and development (21–28) β€” Architecture Advisor, Code Reviewer, Debug Diagnostician, API Designer, Database Schema Designer, Test Case Generator, Documentation Writer, Refactoring Planner
  • Productivity and personal (29–32) β€” Weekly Planner (with deliberately-skipping section), Learning Accelerator, Negotiation Prep, Habit Designer
  • Data and research (33–35) β€” Data Interpreter, Survey Analyzer, Research Synthesizer
  • Communication (36–40) β€” Difficult Conversation Prep, Feedback Giver, Presentation Outliner, Apology Crafter, Elevator Pitch Builder

πŸ“’ Patterns worth stealing

  • Role + constraint + format + quality bar in every prompt β€” no vague asks.
  • Forced specificity β€” explicit β€œno filler phrases”, β€œno hedge words”, β€œevery claim must be specific”.
  • Multi-version output β€” generate Version A (direct) and Version B (warm) so you can pick.
  • Refusal to accept framing β€” Root Cause prompt says β€œDo not accept my initial framing at face value”.
  • Pessimism on demand β€” Risk Assessor says β€œBe pessimistic. I want to hear about risks I have not considered.”
  • Deliberately-skipping section in the Weekly Planner β€” saying no is how priorities stay priorities.

✍️ One quoted prompt (#22 Code Reviewer)

Review this code… Check for: SECURITY, LOGIC, PERFORMANCE, READABILITY, BEST PRACTICES. For each issue found: Severity (Critical/High/Medium/Low), Exact location, Why it is a problem (not just what is wrong, but what could happen), The fix. If the code is clean, say so. Do not invent issues to seem thorough.

πŸ“– Further reading


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