Anthropic, Google, Microsoft, AWS and NVIDIA all certify people in AI. OpenAI’s story is foggier: free courses with certificates are live, its real certification is invite-only, and no public exam exists yet. What’s real, and what to take instead.

Passing CCAR-F or CCAR-P proves solid design judgment on paper. Here is exactly where that stops and where production — evaluation, cost, failure handling, human oversight and audit — begins.

Nine AI certifications, two very different approaches. A role-by-role breakdown of Claude vs AWS certifications, what drives the difficulty, and which one actually fits the work in front of you.

What the CCA-F exam is actually like: scenario format, pacing, the domain people underestimate, and how to prepare. The AI Skill Atlas verdict, with no exam content.

Claude certifications are good exams, but not for everyone. Five situations where you should wait, what to do instead, and a five-minute check.

Four Claude certifications, one common mistake: picking by title. Start with the exam that matches the work you already do. Here’s how to choose, by role.