Stop guessing. Start engineering.
Most people treat AI like a search engine and wonder why the results feel random. This blueprint gives you a repeatable, framework-driven system — Role, Context, Format, Constraints — so every prompt you write delivers professional-grade output, every time.

"The gap between a mediocre AI output and a great one is almost never the model — it's the instruction, and that's entirely within your control."— Freddy Foster

What you'll learn
What you'll be able to do
- Write structured prompts using proven frameworks (role, context, format, constraints) that produce consistent, on-target outputs every time.
- Diagnose and fix weak prompts by identifying the exact variable causing vague or off-target AI responses.
- Build a personal prompt library of reusable templates for your most common professional tasks.
- Apply chain-of-thought and multi-step prompting techniques to tackle complex reasoning and research tasks.
- Adapt prompt strategies across different AI models (ChatGPT, Claude, Gemini) understanding each model's quirks and strengths.
- Integrate prompt engineering into real workflows — content pipelines, data analysis, code generation, and client deliverables — to measurably cut task time.
How it works
A school that adapts to you
This isn't a set of static videos. Every lesson is generated live and tuned to where you actually are.
We learn your level
A quick placement check tailors your starting point so you're never bored or lost.
Lessons adapt as you go
Each lesson is written for your pace and your goal, adjusting as your skills grow.
Your AI coach keeps you moving
Checkpoints, feedback, and gentle nudges turn progress into a real result.
The curriculum
What's inside your school
6 modules · 25 lessons

How AI Language Models Actually Work
Build the mental model you need to understand why prompts succeed or fail before writing a single one.
- 1.1From Token to Output: What Happens Inside an LLMIncluded
- 1.2Why Trial-and-Error Fails (and What to Do Instead)Included
- 1.3The Prompt Engineering MindsetIncluded
The Core Prompt Framework
Master the four-part structure — role, context, format, and constraints — that underpins every reliable, professional-grade prompt.
- 2.1Role: Giving the Model the Right PersonaIncluded
- 2.2Context: Feeding the Model What It Needs to KnowIncluded
- 2.3Format: Specifying Structure, Length, and StyleIncluded
- 2.4Constraints: Setting Guardrails for On-Target ResultsIncluded
- 2.5Putting It Together: Writing Your First Structured PromptIncluded
Diagnosing and Fixing Weak Prompts
Develop a systematic method for identifying exactly which variable is causing vague or off-target AI responses and correcting it fast.
- 3.1The Five Failure Modes of Bad PromptsIncluded
- 3.2The Prompt Audit MethodIncluded
- 3.3Iterating with Purpose: The Test-Diagnose-Refine LoopIncluded
- 3.4Side-by-Side: Weak vs. Strong Prompt RewritesIncluded
Advanced Prompting Techniques
Go beyond single-shot prompts by applying chain-of-thought, multi-step, and few-shot techniques to complex reasoning and research tasks.
- 4.1Few-Shot Prompting: Teaching by ExampleIncluded
- 4.2Chain-of-Thought Prompting for Complex ReasoningIncluded
- 4.3Multi-Step and Chained Prompts for Deep ResearchIncluded
- 4.4Prompt Personas and System-Level InstructionsIncluded
Model-Specific Strategies: ChatGPT, Claude, and Gemini
Adapt your prompt strategies to each major AI platform by understanding their distinct strengths, defaults, and quirks.
- 5.1ChatGPT: Strengths, Defaults, and Power MovesIncluded
- 5.2Claude: Long Context, Nuance, and Instruction-FollowingIncluded
- 5.3Gemini: Multimodal Capabilities and Google Ecosystem IntegrationIncluded
- 5.4Choosing and Switching Models for the Right JobIncluded
Building Your Prompt System and Real-World Workflows
Translate everything into a personal prompt library and live workflow integrations that measurably cut task time across your professional role.
- 6.1Designing Reusable Prompt TemplatesIncluded
- 6.2Content Pipelines: From Brief to Published DraftIncluded
- 6.3Data Analysis and Reporting with AIIncluded
- 6.4Code Generation and Technical Task PromptingIncluded
- 6.5Building and Maintaining Your Personal Prompt LibraryIncluded
Who it's for
Is this you?
Content Marketers
You're using AI to draft, repurpose, and scale content — this course gives you the structured prompting system to make that output actually publishable, not just a starting point you have to rewrite.
Consultants & Strategists
Your deliverables demand precision and nuance — learn to prompt AI for research synthesis, structured analysis, and client-ready documents without spending hours cleaning up vague outputs.
Software Developers
You already use Copilot or ChatGPT for code — this course sharpens your prompt technique for code generation, debugging workflows, and technical documentation so AI becomes a real force multiplier.
Entrepreneurs & Founders
When you're wearing every hat, AI efficiency isn't a nice-to-have — learn to build reusable prompt systems that cut task time across marketing, ops, and communications without sacrificing quality.
Freelance Writers
You need AI to match your voice and standards, not produce generic filler — the Role, Context, and Constraints framework in this course is exactly how you get outputs that sound like you, not a chatbot.
Data & Operations Analysts
From summarizing reports to structuring data queries in plain language, this course teaches you how to prompt AI for analytical tasks so your workflow gets faster without your accuracy getting lower.
Questions
Frequently asked
Your teacher
A note from your teacher
Freddy Foster
If you've ever stared at an AI response and thought, "That's not even close to what I meant" — I want to start right there, because that frustration is data. It means you already know what a good output should look like. What's missing isn't a better AI; it's a cleaner, more precise instruction for the one you have. That gap between what you intended and what the model produced? That's exactly what prompt engineering closes.
I built this course because I kept watching talented people — sharp marketers, experienced consultants, capable developers — treat AI tools like slot machines. Pull the lever, see what comes out, adjust by instinct, repeat. It works, sometimes. But it doesn't scale, it doesn't teach you anything transferable, and it absolutely does not give you the kind of reliable, professional-grade output you need when you're working against a deadline or delivering to a client.
What I'll give you instead is a system. We start with a clear-eyed look at how language models actually work — not to make you a machine learning engineer, but because understanding the mechanism destroys the mystery. When you know why vague prompts produce vague outputs, you stop writing vague prompts. From there, we build your prompting practice on a four-part framework that I've seen work across every use case: Role, Context, Format, and Constraints. These aren't abstract categories — they're the exact levers the model is reading, and learning to set them deliberately is the single fastest way to upgrade your results.
We then go deeper: diagnosing and fixing broken prompts using a repeatable audit method, applying chain-of-thought techniques to complex reasoning tasks, and navigating the real differences between ChatGPT, Claude, and Gemini so you're choosing models with intention rather than habit. The course closes where the value compounds — building a personal prompt library and embedding these techniques into the workflows you run every week.
I'm not going to promise you a magic formula. I'm going to give you something better: a transferable skill set that makes every AI tool you already use meaningfully more powerful. The people who get the most from AI in the next few years won't be the ones with access to the best models — they'll be the ones who know how to talk to them. That's what we're building here.
Come ready to apply. Every concept in this course is designed to go straight into your work.
— Freddy Foster
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- 6 modules, 25 lessons
- AI-adaptive lessons tuned to your level
- Quizzes & checkpoints to lock in progress
- Your own AI learning coach
- Learn on any device, at your pace
- Full access for as long as you're subscribed