The CCA-F Exam — Everything You Need to Know
Zero technical background? Start here. Complex AI architecture concepts broken down into simple sketches anyone can follow. 5 domains. 60 questions. We cover every one.
No signup required · 125 free lessons · All 5 exam domains

How the Exam Works
The CCA-F is scenario-based. The exam has 6 built-in scenarios (real-world production situations). When you sit the exam, 4 of the 6 are randomly selected. Every question is anchored to one of those scenarios.
You're not memorizing definitions. You're dropped into a situation — a customer service bot, a medical triage system, a code review pipeline — and asked to make the right architectural call.
The exam is proctored. You cannot have Claude open during the exam. Scored on a 100–1,000 scale. 720 to pass. No penalty for guessing.
#1 Tested Concept
Programmatic enforcement vs prompt guidance. When the stakes are high (money, safety, access), the answer is code, not prompts. This single pattern covers 27% of your score.

The 5 CCA Exam Domains
Know what you are up against.
The PencilPrep Path
4 levels. 125 lessons. Zero to exam-ready. Every other study guide starts at Level 2 and assumes you already know what an API is. PencilPrep starts at Level 0.
Absolute Zero
Computing fundamentals. What is a computer, what is data, what is JSON. You start here if you have zero technical background.
33 lessons · 7 weeks
Start Level 0 →Foundation Concepts
APIs, HTTP, tokens, models, and the basics of how Claude works under the hood. The bridge from general computing to AI-specific knowledge.
30 lessons · 6 weeks
Start Level 1 →Architecture Patterns
Prompt engineering, tool design, MCP integration, and agent orchestration. The core of the CCA-F exam. Every domain is covered here.
35 lessons · 7 weeks
Start Level 2 →Exam Ready
Scenario-based practice, exam patterns, trap answers, and timed drills. You finish here ready to sit the exam with confidence.
27 lessons · 5 weeks
Start Level 3 →Frequently Asked Questions
Ready to start?
125 free lessons. 5 exam domains. From zero to CCA-F certified.
Take the Free Assessment →No signup required · 5 minutes · See where you stand