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AI Content Automation
Module 1
Stop Guessing, Start Stealing
(Ethically, Of Course)
Want to write viral content? Ditch the guesswork. Steal from the best (relax, it’s not what you think).
Let’s get started.
Welcome to the first lesson. Today, we’re going to lay the foundation for your AI-powered content strategy by focusing on reverse-engineering viral content. This is a proven shortcut that will help you create engaging high-quality content without the guesswork.
Goal
By the end of this lesson, you’ll be a reverse-engineering pro. You’ll use AI to snag winning content ideas without the generic blah.
You’ll get ready-to-use prompts to dissect your competitor’s content.
Later, you’ll have the tools to make AI write like you, but wittier (maybe).
Let’s do this.
Why Reverse-Engineer?
Coming up with fresh content ideas on a well-trodden topic can be tough in and of itself. Optimizing it for engagement is even harder. But guess what? You don’t have to reinvent the wheel. Someone, somewhere, has already struck content gold. Your job? Figure out their secret sauce and (of course) add your own flavor.
Step 1: Defining What We Mean by Content
When we talk about “content,” we’re not just talking about words on a page. Content is any material that conveys a message to a specific audience in a particular format. To use AI effectively, we need to break content down into components such as:
- Message: What are you trying to say?
- Target Audience: Who are you talking to?
- Format: Is it a blog post, social media post, video script, etc.?
- Style: Formal? Casual? Hilarious?
- etc
The better you understand these elements, the more precise your AI-generated content will be.
Think of good content. Anything. YouTube, TikTok, blog post, Reel. Got it?
Now, break it down. Like an AI detective. Paste the content. Or describe it. If it’s mostly visual. Fill this out yourself. Then use the AI prompt.
Content Deconstruction:
- Content: [Paste text, transcript, or describe visuals.]
- Format: (Blog, Video, Tweet, Reel, Podcast Episode, etc.) _________
- Target Audience: (Specific! Age, interests, profession, etc.) _________
- Core Message: (Key takeaway) _________
- Tone/Style: (Formal, Informal, Humorous, Serious, Inspirational, Educational, etc.) _________
- Hook: (What grabbed you?) _________
- Engagement Factors: (Why like/share/comment/watch/read?) _________
- Value Proposition: (What did you gain?) _________
- Motivational Appeal: What primary emotion(s) is the creator relying on to drive consumption? (e.g., joy, curiosity, fear, anger, empathy, nostalgia) _________
Now, boss AI around. Use this.
AI Prompt Template:
Analyze this content: [Pasted Content]
Identify:
* **Format:** (e.g., blog post, video script, tweet, social media caption)
* **Target Audience:** (Specific: age, interests, demographics)
* **Core Message:** (Main takeaway)
* **Tone/Style:** (e.g., formal, informal, humorous, serious, informative, persuasive)
* **Hook:** (Attention-grabbing element)
* **Engagement Factors:** (Elements that encourage likes, shares, comments)
* **Value Proposition:** (Benefit to the audience)
* **Motivational Appeal:** (Primary emotion(s) driving consumption: e.g., joy, curiosity, fear, anger, empathy, nostalgia)
Be clear and concise.
Think first. Then let the bot think. Next, we steal. (Ethically. Relax.)
Step 2: The Problem with AI-Generated Content (It’s a Prediction Machine, Not a Genius)
Here’s the catch: AI, like ChatGPT, is basically a fancy word-guessing machine. It predicts the next word based on patterns, which often leads to boring, generic content. It’s great at guessing the next word, not so great at original thought.
Example: Ask it to “write a blog post about AI for beginners”. Prepare for boredom.
The output from a typical State of the Art Model:
## Demystifying AI: A Beginner's Guide to Artificial Intelligence
Artificial intelligence (AI) is rapidly transforming the world around us, from the way we shop and communicate to how we work and access healthcare. But what exactly *is* AI, and what does it mean for you? This beginner's guide will break down the basics of AI, exploring its key concepts, applications, and potential impact.
**What is Artificial Intelligence?**
At its core, AI aims to create machines that can perform tasks normally requiring human intelligence. This includes things like learning, problem-solving, and decision-making. Instead of being explicitly programmed with every possible scenario, AI systems are designed to learn from data and improve their performance over time.
**Key Concepts in AI:**
* **Machine Learning (ML):** This is a subset of AI where algorithms learn patterns from data without explicit programming. Imagine teaching a computer to identify cats in pictures by showing it thousands of examples. Over time, the algorithm learns to recognize the characteristics of a cat and can identify them in new images.
* **Deep Learning (DL):** A more advanced form of ML that uses artificial neural networks with multiple layers (hence "deep") to analyze complex data. This is particularly useful for tasks like image recognition, natural language processing, and speech recognition.
* **Natural Language Processing (NLP):** This branch of AI focuses on enabling computers to understand, interpret, and generate human language. Think of virtual assistants like Siri or Alexa, or chatbots that can answer customer service queries.
* **Computer Vision:** This field aims to give computers the ability to "see" and interpret images and videos, much like humans do. Applications include self-driving cars, medical image analysis, and facial recognition.
**Types of AI:**
While the ultimate goal is to create Artificial General Intelligence (AGI) - a machine with human-level intelligence - current AI systems are categorized as "narrow" or "weak" AI. They excel at specific tasks but lack general cognitive abilities. Examples include:
* **Reactive Machines:** These are the most basic type of AI, reacting to specific inputs without memory or past experiences. Think of Deep Blue, the chess-playing computer that defeated Garry Kasparov.
* **Limited Memory:** These AI systems can use past experiences to inform future decisions. Self-driving cars, for example, use data from past driving experiences to navigate.
* **Theory of Mind:** This is a future stage of AI where machines will be able to understand human emotions, beliefs, and intentions. This level of AI is still largely theoretical.
* **Self-Aware AI:** This is the most advanced and hypothetical stage of AI, where machines possess consciousness and self-awareness.
**Applications of AI:**
AI is already impacting numerous aspects of our lives, including:
* **Healthcare:** Diagnosing diseases, developing personalized treatments, and accelerating drug discovery.
* **Finance:** Fraud detection, algorithmic trading, and personalized financial advice.
* **Transportation:** Self-driving cars, traffic optimization, and autonomous drones.
* **Entertainment:** Personalized recommendations, video game AI, and content creation.
* **Retail:** Personalized shopping experiences, inventory management, and chatbots.
**The Future of AI:**
The future of AI holds immense potential and some uncertainty. As AI continues to evolve, we can expect to see even more transformative applications across various industries. However, addressing ethical concerns surrounding bias, job displacement, and the responsible use of AI will be crucial for harnessing its full potential.
**Getting Started with AI:**
If you're interested in learning more about AI, there are numerous resources available online, including courses, tutorials, and communities. Start by exploring basic concepts like machine learning and deep learning, and then delve into specific areas that interest you. The world of AI is constantly evolving, so continuous learning is key to staying up-to-date.
This blog post provides a basic overview of AI. Future posts will explore specific areas in more detail. Stay tuned!
See how predictable and bland it is?
Here are some quotes that give it away:
- “AI aims to create smart machines.”
Comment: Basic definition. Often used. - “AI is rapidly transforming the world around us, from the way we shop and communicate to how we work and access healthcare.”
Comment: Broad claim. No specifics. Typical AI summary.
- “Teaching computers to spot cats in photos.”
Comment: Common example. Lacks originality. - “Think of Siri or Alexa.”
Comment: Well-known examples. No new insights. - “Deep Blue beat Kasparov at chess.”
Comment: Old example. Misses recent advances. - “Self-driving cars use past data.”
Comment: Typical case. Lacks specifics. - “AI helps with medical imaging and facial recognition.”
Comment: General list. No detailed examples. - “AI impacts healthcare, finance, and more.”
Comment: Broad overview. No specific cases. - “AI’s future has potential and uncertainty.”
Comment: Vague statement. No expert views. - “Start with machine learning basics.”
Comment: Generic advice. No specific resources. - “More details in future posts. Stay tuned!”
Comment: Standard blog ending. Marketing tactic.
Here are some words that give it away:
- “Demystifying”: Common clickbait-style word.
- “Rapidly transforming”: Overused phrase in tech writing.
- “At its core”: Filler phrase often used by AI.
- “Key concepts”: Generic structuring term.
- “Subset”: Technical term commonly used in AI explanations.
- “Hence”: Formal transition word, often overused by AI.
- “Immense potential”: Vague, hyperbolic phrase.
- “Numerous aspects”: Non-specific quantifier.
- “Transformative applications”: Buzzword-heavy phrase.
- “Harnessing its full potential”: Cliché often used in tech writing.
- “Delve into”: Common transitional phrase.
- “Stay tuned”: Generic blog-ending phrase.
These examples scream AI writing. They lack depth and originality.
Sure enough GPTZero (tough to beat AI Detector) thinks it’s 100% AI-Generated:
We need a smarter approach.
That’s where you come in. We’re going to teach AI to create content that’s unique, engaging, and sounds like you.
The Goal?
Our goal is to develop a system that helps AI go beyond predicted content and generate unique, engaging, and non-generic outputs that reflect your brand voice.
And today, we’ll start by reverse-engineering viral content to extract the elements that make it successful.
Step 3: The Power of Reverse-Engineering (Ethically Stealing Ideas)
Instead of brainstorming from scratch (even with AI), start with the end in mind.
What’s the end?
Engaging, viral content that people can’t resist. And what better place to start than by analyzing already viral content?
Reverse-engineering isn’t copying. It’s like taking apart a cool gadget to see how it works. We’ll analyze successful content (yours or your competitor’s) to understand why it went viral.
Here’s the truth:
Creativity is like building with LEGOs (iterative). Every idea is built on something that came before. (Read Steal Like An Artist by Austin Kleon – good stuff)
No creative work is 100% original.
So, let’s ethically “borrow” the structure and ideas of viral content and use AI to create something unique.
It’s about remixing. Think of it as sampling in music. Taking existing elements and creating something new.
Pick One: Choose one piece of content from Step 1. This is your inspiration.
Key Parts: Hook, message, audience, feeling. The basics. Review your analysis.
Tell AI to Twist: Now, here’s the key. You’re going to change one key element. This is your remix. Pick one twist:
New Audience: Keep the core message, but target different people.
New Form: Different format.
New Vibe: Different tone.
New Feel: Different emotion.
The AI Assist: Use this prompt:
Remix this: [Pasted Content]
Change only this:
* New Crowd: "Target audience is now [describe new audience]."
* New Form: "Make this a [new format]."
* New Vibe: "Make the tone [new tone]."
* New Feel: "Make it evoke [new emotion]."
Be clear. Concise.
Look and Learn: Did AI do it right? What works? What doesn’t? Why?
This helps you understand content. You learn to create. Not copy. On to Step 4.
Step 4: How to Reverse-Engineer Viral Content
Reverse-engineering viral content means breaking down existing successful content into its core elements so you can replicate the formula in your unique way.
Here’s what we’ll do:
- Find a Viral Post: Whether it’s from your competitor or an influencer in your niche, choose a piece of content that’s performed well (e.g., a viral tweet or Instagram post).
- Extract the Inputs: Using AI, we’ll extract key elements of that post, including:
- Audience: Who is this content speaking to?
- Message: What’s the core message?
- Tone: Is it casual, formal, humorous, etc.?
- Structure: How is the post laid out? (e.g., headline, body, call-to-action)
- Analyze the Structure: What made the post successful? Was it the hook? The format? The timing?
Viral posts usually have these key ingredients:
- Hook: Grabs attention instantly.
- Engagement Factor: Makes people want to comment, like, or share.
- Value Proposition: What’s in it for the reader?
- Style & Tone: Reflects the brand’s personality.
- Audience Alignment: Speaks directly to the target audience.
Reverse Engineer Any Content with these Two Useful Prompt Templates
Here’s your prompt template. Use it to break down any viral content into Audience Profiling and Style Evaluation:
Audience Profiling and Style Evaluation
Objective:
Analyze provided text, focusing on audience identification, topic, and detailed style evaluation. Do this step by step - you're not in a hurry. Deliver only the requested output without additional commentary or formatting elements.
You have these Qualifications:
Advanced linguistic pattern recognition
Proficient in content creation and ghostwriting
Extensive knowledge of cognitive and behavioral sciences
Intuitive understanding of human communication
Empathetic and relatable personality
Key Concepts:
Style: A comprehensive profile of writing characteristics including:
Vocabulary usage and diversity
Sentence structure and syntax
Organizational patterns
Unique stylistic elements
Tonal qualities and register
Creative and figurative language usage
Textual complexity and variability
Additional relevant factors at analyst's discretion
Analysis Guidelines:
Prioritize specificity and nuance over generic observations
Aim for accessible simple and concise language
Output Specifications:
Present findings in markdown format.
Required Sections:
Audience: Identify the top target demographic groups
Topic: Detailed and specific description of the main subject addressed
Style:
List and rank key linguistic traits with brief explanations, ordered by importance in the creator's overall writing style
Provide a concise overview of the author's writing style
Input:
Second Prompt to Extract The Structure of The Content:
Imagine you're a content architect, a master builder of compelling narratives. Your mission: to dissect a piece of writing, understand its essence, and create a blueprint for replicating its success. You're not just copying; you're deciphering the hidden code that makes the writing resonate, from its rhythm and flow to its emotional impact and visual appeal. Your output will be a flexible framework--a skeleton key--that unlocks the potential for crafting countless new pieces while retaining the magic of the original.
Your task is to develop a dynamic, reusable template based on the provided input text. This template should capture not just the surface structure but also the underlying mechanics: the logical progression of ideas, the use of rhetorical devices, even the visual layout--line breaks, symbols, emojis--all contribute to the overall effect. Think of it as reverse-engineering a hit song to understand the chord progressions, the tempo changes, the lyrical hooks that make it so catchy.
The template should be presented in a clear, concise, and action-oriented style. Use descriptive placeholders to indicate where specific content should be inserted. Crucially, avoid simply replicating large chunks of the original text. The goal is to create a tool for generating new content, not a fill-in-the-blanks exercise.
Instead of the example provided, consider this illustrative model:
Content Blueprint: {Descriptive Name that Captures the Essence of the Content}
[Opening Hook: A captivating statement or question that grabs the reader's attention. Keep it brief and impactful.]
[Problem Statement: Clearly define the central challenge or pain point being addressed. Emphasize the negative consequences.]
[Solution Preview: Briefly introduce the solution or strategy being offered. Create anticipation.]
[Deconstructing the Myth: Challenge common misconceptions or ineffective approaches. Use bullet points or a numbered list to highlight key flaws.]
[Myth/Mistake 1: Concisely state the flawed belief or action.]
[Myth/Mistake 2: Concisely state the flawed belief or action.]
[Myth/Mistake 3: Concisely state the flawed belief or action.]
[The New Way: Present the alternative approach or solution. Break it down into clear, actionable steps. Use formatting to enhance readability.]
[Step 1: Detailed explanation of the first step, including practical tips and examples.]
[Step 2: Detailed explanation of the second step, including practical tips and examples.]
[Step 3: Detailed explanation of the third step, including practical tips and examples.]
[Reinforcing the Benefits: Highlight the positive outcomes of adopting the new approach. Use bullet points or a numbered list to emphasize key advantages.]
[Benefit 1: Clearly state the positive outcome.]
[Benefit 2: Clearly state the positive outcome.]
[Benefit 3: Clearly state the positive outcome.]
[Key Takeaway: Summarize the core message in a memorable way.]
[Call to Action: Encourage the reader to take the next step - apply the advice, share the content, etc.]
Now, apply this process to the input text below, and construct your own content blueprint. Let's see what you can build.
Input:
Step 5: Anatomy of a Viral Social Media Post (Let’s Break One Down)
Let’s walk through an example. Here’s a viral X thread from @mindfulmaven_:
Prompt 1 Output:
Audience:
- Young professionals
- Self-improvement enthusiasts
- Individuals struggling with anxiety or stress
Topic: Strategies for overcoming overthinking and managing excessive mental rumination
Style:
- Concise and direct: Uses short, punchy sentences to convey information efficiently
- List-oriented: Organizes content into numbered lists for easy consumption
- Actionable: Provides practical, implementable advice and techniques
- Encouraging: Employs positive, motivational language to inspire readers
- Conversational: Adopts a friendly, informal tone to connect with the audience
- Repetitive structure: Consistently uses similar formatting for each point
- Inclusive: Uses second-person pronouns to directly address the reader
- Hashtag and emoji usage: Incorporates social media elements for engagement
Overview: The author’s writing style is characterized by its accessibility and practicality. They employ a straightforward, list-based approach to present information in easily digestible chunks. The tone is supportive and motivational, aimed at empowering readers to take action. The use of social media conventions and direct address creates a sense of immediacy and relevance for the target audience.
Prompt 2 Output:
Content Blueprint: Overcoming Overthinking – A Practical Guide
[Opening Hook: Attention-grabbing statement that resonates with the target audience]
[Visual Element: Incorporate an image or emoji that represents overthinking or mental clutter]
[Problem Statement: Brief description of overthinking and its negative impacts]
[Solution Preview: Introduce the concept of practical strategies to combat overthinking]
[Strategy List: Numbered list of techniques to overcome overthinking]
- [Strategy Name: Short, catchy title] • Key Point: Concise explanation of the strategy • Action Step: Practical tip for implementation • Benefit: How this strategy helps
- [Strategy Name: Short, catchy title] • Key Point: Concise explanation of the strategy • Action Step: Practical tip for implementation • Benefit: How this strategy helps
[Continue pattern for remaining strategies]
[Mindset Shift: Emphasize the importance of positive thinking] • Positive Action 1: Specific way to cultivate positivity • Positive Action 2: Specific way to cultivate positivity
[Lifestyle Adjustment: Broader life changes to support mental clarity] • Adjustment 1: Specific lifestyle change • Adjustment 2: Specific lifestyle change
[Reinforcement Technique: Introduce a practice for long-term mental training] • Description: Brief explanation of the technique • Benefit: How this supports overall goal
[Call to Action: Invite readers to engage further] • Specific Action: What the reader should do next • Promise: What they’ll gain from taking action
[Social Proof: Mention of positive impact on others]
[Engagement Request: Encourage sharing and following for more content]
[Visual Closure: Use of emojis or symbols to signal end of content]
Step 7: Quick Win — Your First Reverse-Engineered Idea
Now it’s your turn! Use the templates to analyze a viral post from your competitor or an influencer. Just start experimenting.
- Step 1: Choose a viral post from a competitor or influencer in your niche.
- Step 2: Use the provided AI prompts to extract key elements and structure.
- Step 3: Save this analysis—you’ll use it to generate new content in the next lesson.
In our next lesson, we’ll take this analysis a step further by using the data we’ve extracted to have AI crank out original content that’s aligned with your audience and goals.
Ready? Let’s go!