Louis Gleeson

OpenAI, Anthropic, and Google use 10 internal prompting techniques that guarantee near-perfect accuracy…and nobody outside the labs is supposed to know them.

Here are 10 of them (Bookmark this for later):

Technique 1: Role-Based Constraint Prompting

The expert don't just ask AI to "write code." They assign expert roles with specific constraints.

Template:

You are a [specific role] with [X years] experience in [domain].
Your task: [specific task]
Constraints: [list 3-5 specific

Technique 2: Chain-of-Verification (CoVe)

Google's research team uses this to eliminate hallucinations.

The model generates an answer, then generates verification questions, answers them, and refines the original response.

Template:

Task: [your question]

Step 1: Provide your

Technique 3: Few-Shot with Negative Examples

Anthropic discovered that showing the model what NOT to do is as powerful as showing what TO do.

Template:

I need you to [task]. Here are examples:

✅ GOOD Example 1: [example]
✅ GOOD Example 2: [example]

❌ BAD Example 1:

Technique 4: Structured Thinking Protocol

OpenAI's GPT-5 team uses this for complex reasoning tasks.

Force the model to think in layers before responding.

Template:

Before answering, complete these steps:

[UNDERSTAND]
- Restate the problem in your own words
- Identify what's

Technique 5: Confidence-Weighted Prompting

Google DeepMind uses this for high-stakes decisions.

Ask the model to rate its confidence and provide alternative answers.

Template:

Answer this question: [question]

For your answer, provide:
1. Your primary answer
2. Confidence

Technique 6: Context Injection with Boundaries

Anthropic engineers inject massive context but set clear boundaries on what matters.

Template:

[CONTEXT]
[paste your documentation, code, research paper]

[FOCUS]
Only use information from CONTEXT to answer. If the answer isn't in

Technique 7: Iterative Refinement Loop

OpenAI's research team chains prompts to refine outputs through multiple passes.

Template:

[ITERATION 1]
Create a [draft/outline/initial version] of [task]

[ITERATION 2]
Review the above output. Identify 3 weaknesses or gaps.

[ITERATION

Technique 8: Constraint-First Prompting

Google Brain researchers start with constraints before the actual task.

Template:

HARD CONSTRAINTS (cannot be violated):
- [constraint 1]
- [constraint 2]
- [constraint 3]

SOFT PREFERENCES (optimize for these):
- [preference 1]
-

Technique 9: Multi-Perspective Prompting

Anthropic's Constitutional AI uses multiple viewpoints to reduce bias and improve reasoning.

Template:

Analyze [topic/problem] from these perspectives:

[PERSPECTIVE 1: Technical Feasibility]
[specific lens]

[PERSPECTIVE 2: Business

Technique 10: Meta-Prompting (The Nuclear Option)

This is what OpenAI's red team uses to break their own models and find edge cases.

You ask the AI to generate the perfect prompt for itself.

Template:

I need to accomplish: [high-level goal]

Your task:
1. Analyze what would

You can use these techniques RIGHT NOW

I've been using these with Claude Sonnet 4.5, GPT-4, and Gemini 2.0 Flash for 6 months.

Results:

- 100% reduction in hallucinations on technical docs
- 3x faster iteration on code generation
- 90%+ accuracy on complex analysis tasks

The

Enjoy this?

1 - Follow me @Aigleeson

2 - Discover how to publish content faster and go viral more often with my brand-new AI Powered Creator training.

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Gemini 2.5 Pro is a monster.

But most people don’t know what to do with it.

Here are 10 ways to use Gemini 2.5 Pro and automate your tedious work:

1. Summarize long reports + PDFs like a top analyst

Skip 100+ pages in 10 seconds.

Mega Prompt:

"You are a senior analyst skilled in digesting technical and academic documents. Your task is to summarize the attached document into an executive briefing for a time-poor founder. Focus on extracting the most important findings, key data points, and strategic implications. Use simple language, bullet points, and bold headers. Avoid jargon. Format the output as a 1-page summary with a conclusion that includes suggested next steps or decisions."

2. Create full customer personas from raw survey data

Great for UX, product, and marketing work.

Mega Prompt:

"Act as a senior UX researcher at a SaaS startup. Given the following anonymized user survey data and analytics, generate 3 complete user personas. For each persona, include: Name, Age, Job Title, Goals, Pain Points, Tech Comfort Level, Daily Tools Used, and a short quote that represents their mindset. Group similar users into coherent archetypes. Format the output in a clean markdown layout."

3. Translate research papers into layman insights

Turn complex into clear.

Mega Prompt:

"You are an educator skilled at simplifying technical content for smart high school students. Your task is to read this academic research paper and rewrite it in a way a curious 15-year-old can understand. Use analogies, metaphors, and relatable examples to explain the core ideas. Keep scientific accuracy, but remove jargon and passive voice. End with 3 key takeaways and 2 real-world applications."

4. Generate a 30-day content calendar for a niche

Creators and marketers can speedrun strategy.

Mega Prompt:

"Act as a growth strategist for a solo creator building an audience in the AI x productivity niche. Create a 30-day content calendar for LinkedIn, with one post per day. Include post type (text, visual, thread), content angle (framework, personal insight, case study, tool breakdown), and a 1-sentence hook. Focus on growing authority and triggering engagement. Output in a table format."

5. Turn bullets into an investor-grade pitch deck

Founders, this is your co-founder now.

Mega Prompt:

"You are a pitch deck expert and ex-VC. I will give you 10 bullet points about my startup idea. Your task is to convert them into a slide-by-slide deck outline that could be used to pitch investors. For each slide, suggest a title, key message, data or visuals to include, and common investor objections to preempt. Make it emotionally compelling and logically structured (problem, solution, traction, etc.)."

6. Audit and improve UX/UI designs

Design feedback that feels senior-level.

Mega Prompt:

"You are a senior product designer known for your clean, conversion-optimized UI. You are reviewing this landing page screenshot. Give a structured UX/UI critique based on first impressions, layout hierarchy, copy clarity, accessibility, and conversion best practices. Suggest specific improvements and give examples of what "better" looks like. Your tone should be constructive, not generic."

7. Convert blog posts into full online courses

Educators can scale with AI.

Mega Prompt:

"You are an instructional designer helping creators turn their expertise into online courses. I will paste a blog post. Your job is to convert it into a 5-module course outline. For each module, provide: Title, Learning Objective, Key Concepts, 2 example activities, and a short quiz. Ensure a natural learning flow and highlight any skills or tools the learner will gain."

8. Run deep competitor analysis

Save hours of desk research.

Mega Prompt:

"Act as a competitive intelligence researcher. Your task is to compare the top 5 AI video tools on the market for solo creators. Evaluate them based on: pricing, features, ease of use, target audience, integrations, and standout differentiators. Format the output as a side-by-side comparison table, followed by a ranked summary and recommendation based on creator needs."

9. Write intelligent interview questions

For podcast hosts, researchers, and hiring managers.

Mega Prompt:

"You are a podcast host interviewing a designer who just launched an AI startup. Your goal is to ask thoughtful, unique questions that spark insight and storytelling. Avoid generic or surface-level questions. Generate 10 questions, grouped under 3 themes: Origin Story, Design Philosophy, and AI Ethics. Each question should provoke depth and emotion."

10. Write long-form reports and whitepapers

Make corporate-ready insights with polish.

Mega Prompt:

"You are a senior consultant writing a whitepaper for a tech-forward audience. The topic is “The Future of Remote Work and AI Collaboration.” Write a professional whitepaper with the following structure: Executive Summary, Market Trends (with data), Key Challenges, Future Predictions, Case Studies, and a Final Call to Action. Use clear, persuasive language and support claims with evidence or examples."

I hope you've found this thread helpful.

Follow me @aigleeson for more.

Like/Repost the quote below if you can:

Grok 3 is the most powerful AI coding assistant right now.

But you're probably not using it to its full potential.

Here are 7 ways to actually automate your workflow with it: 

1. Full-Stack Web App Development

Prompt:

"Create a full-stack web application that allows users to upload images and apply AI-based filters. Use React for the frontend, Flask for the backend, and integrate an AI image processing library like OpenCV or TensorFlow." 

2. Algorithm Optimization & Performance Analysis

Prompt:

"Optimize this Python function for maximum efficiency. Analyze its time complexity and suggest improvements using better algorithms or data structures.

The code:

def find_duplicates(arr):
    duplicates = []
    for i in range(len(arr)):
        for j in range(i + 1, len(arr)):
            if arr[i] == arr[j] and arr[i] not in duplicates:
                duplicates.append(arr[i])
    return duplicates

"

3. AI &amp; Machine Learning Model Development

Prompt:

"Develop a machine learning model in Python that predicts house prices based on location, square footage, and amenities. Use Pandas, Scikit-Learn, and Matplotlib to train, test, and visualize the results." 

4. Cybersecurity &amp; Ethical Hacking

Prompt:

"Write a Python script that scans a given IP range for open ports and identifies possible vulnerabilities. Ensure the code follows ethical hacking principles and includes safe scanning practices." 

5. Game Development with AI

Prompt:

"Create a simple 2D game in Python using Pygame, where the enemy AI learns the player’s movement patterns and adapts over time. Implement reinforcement learning for dynamic difficulty adjustment." 

6. API Development &amp; Integration

Prompt:

"Build a REST API using Node.js and Express that allows users to create, read, update, and delete (CRUD) notes. Use MongoDB as the database and implement authentication with JWT tokens." 

7. Code Debugging & Error Fixing

Prompt:

"The following Python script has a bug causing incorrect output. Identify and fix the issue while explaining the root cause.

The code:

def calculate_average(numbers):
    total = sum(numbers)
    return total / len(numbers)  # Error occurs when numbers is an empty list

print(calculate_average([]))  # Should handle edge cases properly

"

Claude is paid.
ChatGPT is paid.
Gemini Pro is paid.

But DeepSeek is free and its more powerful than all these combine.

Here are 10 tasks you can automate with it and unlock its full potential:

1. Research Summarizer (w/ bias detection)

Use for: Skimming 50-page papers in 30 seconds

Prompt:

“Summarize this research paper in 5 bullet points. Highlight any potential bias, funding sources, or limitations in the study. Use plain English.” 

2. Market Analysis Generator

Use for: Quick competitor breakdowns

Prompt:

“Analyze [Company Name]’s business model, strengths, weaknesses, opportunities, and threats. Present it as a SWOT matrix.” 

3. Founder-style LinkedIn post

Use for: High-engagement storytelling

Prompt:

“Write a 3-paragraph LinkedIn post like a startup founder reflecting on a tough lesson. Use vulnerability, storytelling, and an actionable takeaway.”

Add the tough situation to make the prompt work best.

4. Idea Validation Report

Use for: Testing if your idea is dumb—fast

Prompt:

“Validate this startup idea: [insert idea]. Include market size, top 3 competitors, current demand signals, and possible monetization.” 

5. Content Distribution Plan

Use for: Making content actually reach people

Prompt:

“Create a content distribution plan for a blog post on [topic]. Include 3 platforms, repurposing formats, and a daily checklist.” 

6. 7-Post Twitter Thread Generator

Use for: Writing threads that hit

Prompt:

“Write a 7-post X/Twitter thread on [topic]. Start with a polarizing hot take. Use bold claims, examples, and a call to action.”

7. Podcast Episode Planner

Use for: Structuring a banger episode

Prompt:

“Create a podcast episode outline on [topic]. Include hook, 3 segments with bullet points, and closing question for listeners.”

8. Cold Email That Gets Replies

Use for: Booking meetings without sounding spammy

Prompt:

“Write a cold email to [persona] offering [service]. Use humor, curiosity, and a single CTA. Avoid clichés.”

9. Resume Revamp (for specific job)

Use for: Targeted, role-optimized resumes

Prompt:

“Rewrite this resume for a [job title] role at [company]. Highlight measurable results. Keep it under 1 page.”

10. Growth Strategy for a SaaS Startup

Use for: Planning growth with clarity

Prompt:

“Build a 90-day growth strategy for a SaaS company with $5K MRR in the [industry] space. Prioritize CAC:LTV.”

Gemini 2.5 Pro is scary good.

But most people don’t know how to use it and especially for what to use it.

I used it to automate research, content, code reviews, and more.

Here are 10 ways to use Gemini 2.5 Pro and automate your boring work:

Grok 3 just killed research department.

But no one’s teaching you how to use it properly.

Here are 10 insanely powerful prompts to automate deep research: 👇 

1/ Research Strategist

Prompt:

"Act as a Research Strategist and provide a step-by-step guide for using frameworks like SWOT or PESTLE in organizing research for {topic}. Include time-saving tips and tools." 

2/ Writing Workflow

Prompt:

"You are an AI Writing Coach. Suggest a workflow using bullet points for transforming scattered research notes on {topic} into a cohesive article. Include templates for structuring arguments." 

3/ Content Strategy

Prompt:

"Generate a content strategy outline for creating in-depth posts about {topic}. Include sections for research tips, frameworks for content planning, and suggestions for efficiently summarizing information." 

4/ Productivity Hacks

Prompt:

"Role-play as an AI Productivity Consultant. Explain how to save time in research and writing by using Grok for summarizing papers, brainstorming ideas, and applying writing frameworks." 

5/ Research Plan

Prompt:

"Act as an AI Research Assistant and craft a clear and actionable plan for gathering, analyzing, and presenting data on {topic}. Include efficient use of time and tools."

6/ Content Frameworks

Prompt:

"Suggest frameworks like mind mapping or pyramid principle for structuring content on {topic}. Provide practical examples and time-saving methods to implement them."

7/ Content Architect

Prompt:

"You are Content Architect. Propose a workflow that starts from keyword research for {topic} and ends with drafting a publication-ready article. Include tips for efficient research and writing."

8/ Student Research Guide

Prompt:

"Craft a step-by-step guide for students to research and write a paper on {topic}, integrating AI tools for saving time and ensuring accuracy in citations."

9/ Professional Reports

Prompt:

"Develop a research plan for professionals creating reports on {topic}. Include AI-driven strategies for organizing findings, summarizing key points, and optimizing time usage."

10/ Long-Form Articles

Prompt:

"Explain how to structure a long-form article on {topic} using Grok as a collaborative research and content tool. Detail time-saving tactics at each stage of writing."

So, I’ve been testing Claude 4 Sonnet for marketing tasks for a month now.

And honestly? It’s replaced 90% of my workflow.

Most people still have no clue how to use it right.

So here’s my exact mega-prompt for automating marketing.

Steal it here 👇

The mega prompt:

Steal it:

"<Task>
Act as a full-stack AI marketing strategist for a startup preparing to launch a new product or service. You will handle market research, positioning, messaging, content creation, email copywriting, and SEO ideation.
</Task>

<Inputs>
<product>{Describe your product or service here}</product>
<target_audience>{Who is the product for? (demographics, psychographics, industry, etc.)}</target_audience>
<goal>{e.g. “generate leads,” “build awareness,” “launch product,” etc.}</goal>
<tone>{e.g. “casual and fun,” “bold and punchy,” “professional and clear”}</tone>
</Inputs>

<Instructions>
Given the product, target audience, and goal:

1. **Customer Insight & Research**
   - Generate an Ideal Customer Profile (ICP)
   - Identify key pain points, goals, and decision drivers
   - Suggest 3 positioning angles to resonate with this audience

2. **Messaging & Conversion Copy**
   - Write a hook-driven landing page (headline, subheadline, CTA section)
   - Provide 3 viral headline variations
   - Create a messaging matrix: [Pain Point → Promise → Proof → CTA]

3. **Content Creation**
   - Generate a 7-day content plan (Twitter + LinkedIn)
   - Include daily post titles, themes, and tone suggestions
   - Add 1 short-form video concept if relevant

4. **Email Marketing**
   - Write 3 cold email variations:
     - Value-first pitch
     - Problem-agitate-solution
     - Case-study / social proof style

5. **SEO Strategy**
   - Suggest 1 SEO topic cluster aligned with the product
   - Provide 5 blog post titles that target mid-to-high intent keywords
   - Recommend a pillar + supporting post structure

6. **Output Format**
   - Use clear section headers (e.g. “ICP”, “Landing Page Copy”, “SEO Titles”)
   - Use markdown formatting for readability
   - Do **not** explain your reasoning — just give the final, polished outputs

This should be delivered as a comprehensive marketing kit, ready to deploy.
</Instructions>
"

My input:

&lt;product&gt;AI-powered scheduling tool for solopreneurs&lt;/product&gt;
&lt;target_audience&gt;Freelancers and solo founders aged 25–40 who struggle with time management&lt;/target_audience&gt;
&lt;goal&gt;Generate leads for upcoming launch&lt;/goal&gt;
&lt;tone&gt;Bold and punchy&lt;/tone&gt;

We tested this prompt for our upcoming products and services...

It gave us:

• ICP breakdown
• Pain points and messaging
• Hook-based landing page copy
• 7-day Twitter + LinkedIn content plan
• 3 cold email variations
• SEO cluster + blog title suggestions

All in under 90 seconds.

Now you don't need marketers.
You need to know how to write good prompts.

And if you are a marketer, you must learn how to leverage AI for your work.

Otherwise, you are definitely going to lose your job.