PMI-CPMAI Practice Test
Tests readiness for the PMI Certified Professional in Managing AI (PMI-CPMAI) — the six-phase CPMAI methodology from business understanding through data understanding and preparation, model development and evaluation, to operationalisation — plus AI project feasibility, iteration and trustworthy AI governance, written to PMI's CPMAI materials, the NIST AI Risk Management Framework, ISO/IEC 42001 and the EU AI Act for 2026. Independent practice; not affiliated with PMI. Pass to earn PMI Cpmai Proficiency SOA-PCX.
- Intermediate difficulty.Assumes hands-on experience in the role.
- 20 scenario questions
- 20 minutes, timed
- 70% to pass · 90% for distinction
- Free no sign-up needed
- LinkedIn-ready · add it to your profile in one clickSee how ↓
What is the PMI-CPMAI Practice Test?
- Career Booster
- Recruiter Friendly
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Updated for 2026 and 2027 exams. Covers business and data understanding, data preparation and model development, model evaluation and operationalisation and trustworthy AI and governance.
The PMI-CPMAI Practice Test is a free intermediate-level, 20-minute skill test from Science of Apps. It tests readiness for the PMI Certified Professional in Managing AI (PMI-CPMAI) — the six-phase CPMAI methodology from business understanding through data understanding and preparation, model development and evaluation, to operationalisation — plus AI project feasibility, iteration and trustworthy AI governance, written to PMI's CPMAI materials, the NIST AI Risk Management Framework, ISO/IEC 42001 and the EU AI Act for 2026. Independent practice; not affiliated with PMI. Score 70% or more on its 20 questions to earn a verifiable PMI Cpmai Proficiency certificate (SOA-PCX). Every question is based on published standards and research — including PMI Certified Professional in Managing AI (PMI-CPMAI) (Project Management Institute), AI Risk Management Framework (NIST), PMI-CPMAI: the six phases of CPMAI (Project Management Institute) — and each answer is explained with its source.
Built for your job title
Project or programme manager leading AI work, AI product owner, Data science or ML team lead, PMO or delivery manager and Business analyst on AI initiatives — and anyone who wants quick, verifiable proof of PMI Cpmai knowledge for a CV or LinkedIn in 2026 and 2027.
- Project or programme manager leading AI work
- AI product owner
- Data science or ML team lead
- PMO or delivery manager
- Business analyst on AI initiatives
What the test covers
Four skill areas with 5 questions each, drawn from a bank of 10 per area, so a retake brings questions you haven't seen.
Business and Data Understanding
25%- AI feasibility
- AI patterns
- Data understanding
Data Preparation and Model Development
25%- Data preparation
- Labelling
- Model development
Model Evaluation and Operationalisation
25%- Evaluation
- Deployment
- Monitoring and drift
Trustworthy AI and Governance
25%- Risk frameworks
- Regulation
- Ethics and leadership
Independent practice test. Science of Apps is not affiliated with, endorsed by or sponsored by Project Management Institute. Exam, product and organisation names are trademarks of their owners. Passing earns a Science of Apps certificate, not the official credential.
Based on published standards
The questions are original scenarios, and each one names the public standard, official guide or research it draws on — shown under the question while you answer, and linked in your review. These are the sources behind this test:
- PMI Certified Professional in Managing AI (PMI-CPMAI)Project Management Institute25 questions
- AI Risk Management FrameworkNIST7 questions
- PMI-CPMAI: the six phases of CPMAIProject Management Institute3 questions
- EU Artificial Intelligence ActEuropean Union3 questions
- Artificial Intelligence Risk Management Framework: Generative AI Profile (NIST AI 600-1)NIST1 question
- ISO/IEC 42001: AI management systemsISO1 question
Try a sample question
What is the first phase of the CPMAI methodology?
- Model operationalisation
- Data preparation
- Model evaluation
- Business understanding
Show the answer
D. Business understanding — CPMAI starts with business understanding. The real test has 20 questions like this.
How the test works
20 minutes, 20 questions
One question per screen, with a progress bar and a countdown. Your progress is saved on this device if you need to pause.
Graded on our server
Answers reach the page only after you submit, so the certificate can only be earned by passing.
Every answer explained
Pass or not, you see every question with the right answer, why, and the source behind it. Pass mark 70%, distinction 90%.
Your certificate
Founder-signed, with a QR code and credential ID. Download PDF or PNG, add to LinkedIn, and it's emailed to you.
What you earn

Pass, then add it to LinkedIn in one click
No typing. The Add to LinkedIn button opens your profile’s Licenses & certifications form already filled in: the certificate name, Science of Apps as the issuer, the issue date, your credential ID and a link recruiters can use to verify it.
- 1Take the 20-minute test
- 2Score 70% or more
- 3Click Add to LinkedIn

PMI Cpmai Proficiency
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Frequently asked questions
What is the PMI-CPMAI Practice Test?
The PMI-CPMAI Practice Test is a free intermediate-level, 20-minute skill test from Science of Apps. It tests readiness for the PMI Certified Professional in Managing AI (PMI-CPMAI) — the six-phase CPMAI methodology from business understanding through data understanding and preparation, model development and evaluation, to operationalisation — plus AI project feasibility, iteration and trustworthy AI governance, written to PMI's CPMAI materials, the NIST AI Risk Management Framework, ISO/IEC 42001 and the EU AI Act for 2026. Independent practice; not affiliated with PMI. Score 70% or more on its 20 questions to earn a verifiable PMI Cpmai Proficiency certificate (SOA-PCX). Every question is based on published standards and research — including PMI Certified Professional in Managing AI (PMI-CPMAI) (Project Management Institute), AI Risk Management Framework (NIST), PMI-CPMAI: the six phases of CPMAI (Project Management Institute) — and each answer is explained with its source.
Is there a free PMI Cpmai practice test for 2026?
Yes. Science of Apps has a free PMI-CPMAI Practice Test built on the current Project Management Institute exam outline for 2026 and 2027. It covers business and data understanding, data preparation and model development, model evaluation and operationalisation and trustworthy AI and governance, scores you instantly and issues a verifiable certificate.
How do I take the PMI-CPMAI Practice Test for free?
Read the four skill areas on this page, then take the 20-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 PMI Cpmai Proficiency certificate straight away, on screen, as a PDF and by email, with a credential ID anyone can verify.
Are the PMI-CPMAI Practice Test questions based on real standards?
Yes. The questions are original scenarios written by Science of Apps, and each one is based on a public source you can read: PMI Certified Professional in Managing AI (PMI-CPMAI) (Project Management Institute); AI Risk Management Framework (NIST); PMI-CPMAI: the six phases of CPMAI (Project Management Institute); EU Artificial Intelligence Act (European Union); Artificial Intelligence Risk Management Framework: Generative AI Profile (NIST AI 600-1) (NIST); ISO/IEC 42001: AI management systems (ISO). The source is shown under each question and linked in the answer review. Science of Apps doesn't copy questions from other tests.
What does the PMI-CPMAI Practice Test cover?
Four skill areas with five questions each, drawn from a bank of 10 per area so a retake brings new questions: Business and Data Understanding (AI feasibility, AI patterns and Data understanding); Data Preparation and Model Development (Data preparation, Labelling and Model development); Model Evaluation and Operationalisation (Evaluation, Deployment and Monitoring and drift); Trustworthy AI and Governance (Risk frameworks, Regulation and Ethics and leadership). Every question is an original scenario written to the 2026–2027 standard, with the published source named under it.
Who should take the PMI-CPMAI Practice Test?
Project or programme manager leading AI work, AI product owner, Data science or ML team lead, PMO or delivery manager and Business analyst on AI initiatives. It suits anyone who wants a quick, verifiable way to show PMI Cpmai knowledge in 2026 and 2027, from students and career switchers to experienced professionals.
What is PMI-CPMAI?
PMI-CPMAI (PMI Certified Professional in Managing AI) is PMI's credential for leading AI and machine learning projects. It is built on the CPMAI methodology, a data-centric, iterative approach with six phases: business understanding, data understanding, data preparation, model development, model evaluation and model operationalisation.
How is managing an AI project different from a normal IT project?
AI projects depend on data rather than only on code, so their outcomes are less certain. Teams must check data availability and quality early, work in short iterations, judge models against business measures as well as technical ones, and keep monitoring models after release because data and conditions change.
Is this the official PMI Cpmai exam?
No. It is an independent practice test written to the publicly available PMI Cpmai content outline for 2026 and 2027, for checking your readiness before you book the real exam. Passing earns a Science of Apps certificate rather than the official credential.
Can I take the PMI-CPMAI Practice Test from any country?
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/.
How long is the PMI-CPMAI Practice Test?
20 questions — 5 from each of 4 skill areas — with a 20-minute limit. You need 70% (14 of 20) to pass and 90% for distinction.
How hard is the PMI-CPMAI Practice Test?
We rate it Intermediate: assumes hands-on experience in the role. It has 20 scenario questions — 5 from each of 4 skill areas — and a 20-minute limit. You need 70% (14 of 20) to pass and 90% for distinction.
How much do Science of Apps certifications cost?
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.
How are the tests graded?
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.
What happens if I don't pass?
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.
Do the certificates expire?
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.
Can I add the certificate to LinkedIn?
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.
How can an employer verify my certificate?
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.
Are these accredited qualifications?
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.
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