Know what you’re buying
AI credentials, sorted by what they actually are
“AI certificate,” “AI certification,” and “AI degree” are not the same thing — and conflating them is how marketing oversells. This is an honest map of the three, with what each one verifiably is and the cited page behind it. It is not a paid ranking: RoleMath doesn’t sell you, and which credential we surface isn’t influenced by who pays us.
Type 1 — vendor certification
A proctored exam against published objectives
A vendor certification means you sat a proctored exam that tests a published set of objectives. It signals you passed that exam — not a salary, a job, or a guarantee. Each page below shows the exam’s real cost, its RoleMath Difficulty Score, and the cited objectives.
- AWS Certified AI Practitioner
Foundational AWS exam covering AI/ML and generative-AI concepts on AWS.
- Microsoft Azure AI Fundamentals
Foundational Microsoft certification on AI and machine-learning concepts on Azure. Microsoft Learn signals an exam version change underway for AI-900; the certification continues. Check the official Microsoft Learn page for the current exam code and any retirement date before you register.
Type 2 — course or certificate of completion
You finished coursework — not a proctored exam
A “certificate” from a course means you completed the material. That can be genuinely useful and far cheaper than a degree, but it is not the same as a proctored vendor certification, and it is not a degree. We label each program by what it actually grants, so you are never sold a course as if it were a certification.
- Google AI Essentials
A self-paced course with a certificate of completion — coursework, not a proctored exam.
- AI learning programs (free & low-cost)
A catalog of AI courses and learning paths, each labeled by what credential it actually grants.
Type 3 — degree
The biggest commitment — price it honestly first
A graduate degree is the most expensive and longest of the three. For some research-focused roles it genuinely fits; for many applied AI roles it is not required. Before you spend, see the cited cost math and the cheaper paths into the same roles.
Match a credential to a role — with the sources
Which credential is worth it depends on the role you want. RoleMath maps roles to their cited occupation-level pay and credential paths, and sells nothing. Start from your decision. And before you pay for any AI credential, see what employers actually ask for: in our sample of public AI/ML job postings they named skills, not certifications— the cited breakdown is on the AI-title page.