The 4 Prompt Moves Every Pro Needs
If you hate the endless backandforth with generative AI, you're not alone.
If you hate the endless back-and-forth with generative AI, you're not alone. That first answer that's 50% right, followed by a week of tweaking — it's a productivity trap. In this video I break the loop and teach four practical techniques that deliver near-perfect outputs in a single prompt. These are methods I used as a marketing manager and now teach in corporate workshops.
The Four Moves
- Prompt Reversal — Iterate until you get a final result, then ask the model to reverse-engineer the single prompt that would have produced that final output in one go. Save the prompt plus model settings and an example output so it stays reliable.
- Five-Minute Amplifier — Give the model one high-quality "pillar" asset (e.g., a slide deck or report) and have it generate quizzes, executive recaps, client infographics, LinkedIn posts — all in minutes. Focus on pillar content only; the AI magnifies quality (and mistakes).
- Red-Team Technique — After drafting, immediately flip the script: ask the model to critique the work using a specific persona (e.g., "risk-averse CTO focused on data security"). Then convert critiques into an actionable rewrite.
- Blueprint Scaffolding — Force the model to present a short blueprint (sections, one-line purposes, and success metrics) before generating the full output. Prune the blueprint, then execute. This saves heavy rework later.
Why watch the video: I don't just explain the ideas — I give copy-paste prompts, recommended model settings (temperature, tokens), and an ops checklist for saving, testing, and measuring prompt templates. If you want templates you can reuse across a team, the video also covers a simple Notion naming and gatekeeper workflow that stops prompt chaos.
Prompts (copy/paste)
Prompt Reversal
Extract the prompt:
You will produce a single prompt that, when submitted to an advanced chat model, reproduces the final analysis below exactly. Include: model name suggestion, recommended temperature, max_tokens, system message example, and an explicit output format. Final output to replicate: [PASTE the final output here] Now write the single prompt (in a code block) that would produce that output in one shot. Keep it explicit about structure, headings, and verbosity.Demo prompt (SWOT example):
System: You are a concise strategic analyst. Tone: professional, clear.
User: Analyze Anthropic's business strategy and output a SWOT with exact structure:
- Top heading "SWOT: Anthropic"
- Four sections: Strengths, Weaknesses, Opportunities, Threats.
- For each section: exactly 3 bullets; each bullet: one-line claim + one-sentence data-backed elaboration.
- Under each section add "Our Strategic Response:" with 1 concrete action tied to the strongest bullet.
- Output as Markdown headings and bullets. Keep simple language. Limit: 400-600 words.Five-Minute Amplifier
Quiz:
Attached: [slide_deck.pdf]. Create a 10-question multiple-choice quiz that tests core concepts from the deck. For each Q: 4 options, mark the correct answer, and include a one-line rationale. Keep Qs short (<20 words).Internal Recap:
Create a 3-paragraph internal recap email for execs: 5 top takeaways (bulleted), 2 next steps, 2 owners, and one 30-word elevator summary. Tone: executive, skimmable.Client Infographic Copy:
From [slide_deck.pdf], extract 5 impactful stats/headlines. For each: a 6-word headline + one 12-18 word supporting line and one suggested visual (icon/chart type).Red-Team Technique
Create Resume:
Tailor my resume (attached) to this job description (attached). Highlight 3 achievements that map to the role's top 3 requirements, and produce a 1-page resume draft.Flip to Hiring Manager:
Now act as the hiring manager for this role. You have 60 seconds to scan this resume. List 5 immediate red flags (bulleted) and for each explain why it would lead to rejection. Be ruthless and brief.Turn Critique into Fixes:
Based on the red flags above, rewrite the 3 weakest resume bullets to be specific, quantified, and aligned to the job description.Blueprint Scaffolding
Blueprint first:
I run an online course called Workspace Academy. First: list the standard sections of a professional Q4 marketing brief and give a 1-sentence purpose for each. Also include suggested success metric for each section. (Do not write the full brief yet.)Prune & Focus:
Apply 80/20: keep only the essential sections for a 3-email sequence targeted at warm leads. Replace metrics with a single measurable KPI per section.Execute:
Now write the full brief using only the approved sections. Each email: subject line (<=8 words), 3 bullets of content, one CTA. Word limit per email: 80-110 words.Saving Prompt Templates
When saving this template, output a JSON with keys: title, prompt_text, model, temperature, max_tokens, expected_word_count, sample_output (attach), date, tags.Want to go deeper?
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