AI Output Quality Assurance Certification

The AI Output Quality Assurance Certification is a free 15-minute skill test from Science of Apps. It tests how to review and quality-check AI-generated content, code and data — rubrics, sampling, error types, brand and policy compliance, and feedback loops. Score 70% or more on its 15 questions to earn a verifiable AI Output Quality Assurance certificate (SOA-AIOQ). Every question is based on published standards and research — including Define success criteria and build evaluations (Anthropic), e-Handbook of Statistical Methods (NIST), Evals guide (OpenAI) — and each answer is explained with its source.

Read the three skill areas on this page, then take the 15-minute test online — no fee, course or sign-up. You see every answer explained when you finish. Score 70% or more and you get a AI Output Quality Assurance certificate straight away, on screen, as a PDF and by email, with a credential ID anyone can verify.

Yes. The questions are original scenarios written by Science of Apps, and each one is based on a public source you can read: Define success criteria and build evaluations (Anthropic); e-Handbook of Statistical Methods (NIST); Evals guide (OpenAI); Customer service skills (Zendesk); HELM: Holistic Evaluation of Language Models (Stanford CRFM); OWASP Top 10 for LLM Applications (OWASP). The source is shown under each question and linked in the answer review. Science of Apps doesn't copy questions from other tests.

Three skill areas with five questions each, drawn from a bank of 10 per area so a retake brings new questions: Reviewing outputs (Rubrics and criteria, Common error types and Policy and brand checks); QA at scale (Sampling, Feedback loops and Quality metrics); Testing and evaluation (Golden sets, Automated evals and Regression checks). Every question is an original scenario based on a published standard, official documentation or research, named under the question.

QA specialist, Content editor, AI operations specialist, Annotator and Product manager. It suits anyone who wants a quick, verifiable way to show AI Output Quality Assurance skills, from students and career switchers to experienced professionals.

Yes. The test is online, in English and free everywhere — people take it from India, the US, the UK, Europe, Africa, Latin America and Asia-Pacific. Your certificate is dated with your own local date and can be verified from anywhere at scienceofapps.com/certification/verify/.

15 questions — 5 from each of 3 skill areas — with a 15-minute limit. You need 70% (11 of 15) to pass and 90% for distinction.

We rate it Intermediate: assumes hands-on experience in the role. It has 15 scenario questions — 5 from each of 3 skill areas — and a 15-minute limit. You need 70% (11 of 15) to pass and 90% for distinction.

To get an AI quality assurance job in 2027, show you can judge AI-generated content, code and data systematically: clear rubrics, an error taxonomy, policy and brand checks, sampling at scale, golden sets and automated evals, and feedback loops that improve the system. Companies ship more AI output than people can read. Build a QA plan for a real AI feature and verify your skills with a free test. Our full career guide covers the hiring process, interview loop, pay and a prep plan: scienceofapps.com/blog/ai-output-quality-assurance-career-guide/

Nothing. There is no fee to take a test, to receive the certificate, to have it emailed or to verify it, and no sign-up.

On our server, not in your browser. The answers never reach the page until you submit, so a certificate can only be earned by passing. Each certificate gets a unique credential ID stored by Science of Apps.

You see your score for each area and every question with the correct answer and why, with the published source behind it. You can retake after 30 minutes, and the retake draws questions you haven't seen yet.

No. Every certificate is dated, so it always shows when you passed. Retake a test any time for a newer date or a higher score.

Yes. After you pass, Add to LinkedIn opens the Licenses & certifications form with the certificate name, Science of Apps as the issuer, the issue date, your credential ID and the verification link filled in. You can also download it as a PDF or PNG, and it's emailed to you as a PDF.

Every certificate has a credential ID and a QR code. Scanning it, or entering the ID at scienceofapps.com/certification/verify/, shows the holder's name, the certification, the score and the issue date from our records.

No. They are Science of Apps' own assessments of applied skill. They aren't issued by a university or standards body, and they work best alongside a portfolio that shows the skills in real work.