A tactical, phase-by-phase roadmap for building real AI competency. Pick up anywhere. Skip what you know. Go deep on what matters.
The 5-Phase AI Mastery Path
Not everyone starts at zero. Enter at your current level and build from there.
Understand AI
- Learn what LLMs, diffusion models, and agents actually do
- Compare the model landscape - GPT-4, Claude, Gemini, Llama
- Understand hallucinations, context limits, and expectations
Master Interaction
- Prompt engineering, chain-of-thought, and system prompts
- Tool-use patterns, format constraints, and tone control
- Systematic evaluation and iteration workflows
Scale Integration
- Move from single prompts to automated workflows
- Integrate AI into your tools, processes, and team
- Build RAG pipelines and multi-step AI agents
Embed & Situate
- Apply AI to your domain - marketing, code, legal, finance
- Context is everything - go deep on your niche
- Build domain-specific workflows and templates
Excel & Grow
- Measure ROI and make the business case for AI
- Lead AI adoption initiatives in your organization
- Stay current as new models ship monthly
Understand AI From the Inside Out
How LLMs Work
Transformers, tokens, attention, RLHF - demystified without a PhD.
Model Landscape
GPT-4, Claude, Gemini, Llama - when to use which and why.
AI Limitations
Hallucinations, cut-off dates, context limits - build with realistic expectations.
Safety & Ethics
Bias, alignment, and responsible use - know the boundaries before you build.
The AI Ecosystem
Open-source vs. closed, cloud vs. edge, APIs vs. fine-tuning - map the full landscape so you pick the right tools for every job.
The 4-Part Prompt Engineering Framework
Role + Task
Set context with a clear role and task statement. This alone improves output quality by 40%.
Format + Constraints
Tell the model exactly how to respond: JSON, bullets, max length, tone.
Examples (Few-Shot)
Add 2-3 examples of what good looks like. Models learn fast from patterns.
Evaluate + Iterate
Build an eval harness. Measure, version your prompts, and improve systematically.
Scale Your AI Integration
No-Code Automation
Zapier AI, Make.com, and n8n workflows that run AI at scale.
API Integration
Call OpenAI, Anthropic, or open-source APIs from your own tools.
RAG Pipelines
Connect AI to your own data with retrieval-augmented generation.
Agent Orchestration
Multi-step AI agents that reason and take actions autonomously.
Embed AI in Your Domain
Go Niche. Go Deep.
Domain-Specific AI Training
The biggest leverage comes from applying AI within a specific vertical - marketing copy, legal research, financial modelling, code review, or customer support. Context is everything.
Your Domain AI Journey
Identify Your Vertical
Marketing, legal, finance, code, healthcare - pick your niche.
Find Niche Courses
Use the wizard to discover domain-specific AI training.
Build Templates
Create AI workflows tailored to your industry problems.
Ship Results
Apply learning directly - real outcomes, real impact.
Excel & Grow Your AI Career
Track AI ROI
Measure time saved, quality improvements, and revenue impact. Make the business case.
Lead AI Adoption
Run workshops, document learnings, and bring your team along.
Stay Current
New models ship monthly. Build a system to evaluate and adopt the best.
Build AI Culture
Foster team-wide AI literacy and create an environment where everyone experiments and innovates.
Know Your Phase. Build Your Stack.
Use the course wizard to get a personalised plan for exactly where you are.