- Which CPMAI This Sheet Covers
- Format and Logistics at a Glance
- The Five Weighted Domains
- What to Master in Each Domain
- Registration, Attempts, and Fee Mechanics
- Test-Day Rules: Test Center vs. OnVUE
- Confusions That Cost Candidates Points
- Sequencing Your Review Around the Weights
- Renewal Math
- Frequently Asked Questions
- The exam has 120 questions (100 scored, 20 unscored) in 160 minutes, with no scheduled breaks.
- Identify Business Needs and Solutions and Identify Data Needs each carry 26%, together 52% of the blueprint.
- The 21-hour PMI-CPMAI Exam Prep Course must be completed before you can schedule the exam.
- You get up to three total attempts within 12 months of purchase, not three retakes.
Which CPMAI This Sheet Covers
This cheat sheet is for Cognitive Project Management for AI, the methodology-based credential now administered by the Project Management Institute (PMI) after its origins at Cognilytica. The current exam is the successor credential, PMI Certified Professional in Managing AI (PMI-CPMAI), introduced on September 30, 2025 to replace CPMAI v7. If you studied from older v7 or CPMAI+E materials, treat them as background only. Their rules are not interchangeable with the current exam.
If you are still orienting yourself, start with What Is CPMAI? or What Does CPMAI Stand For? and come back once the naming makes sense. For a deeper plan, pair this page with the CPMAI Study Guide 2026.
Format and Logistics at a Glance
| Item | What to Know |
|---|---|
| Total questions | 120 (100 scored plus 20 unscored pretest items) |
| Testing time | 160 minutes |
| Scheduled breaks | None (this exam-specific rule overrides generic PMI handbook break language) |
| Timer scope | Tutorial and survey time sit outside the exam timer |
| Delivery | Pearson VUE test centers or OnVUE remote proctoring, subject to regional availability |
| Required course | 21-hour PMI-CPMAI Exam Prep Course, completed before scheduling |
| Prior experience | No prior project-management, technical, or AI experience or certification required |
| Result reporting | Pass/fail with domain-level diagnostic feedback |
Because there are no scheduled breaks, pacing is a physical skill as well as a mental one. Practice sitting through long question sets in one go so the 160 minutes does not catch you off guard. The difficulty guide discusses how endurance and scenario reading affect the experience.
The Five Weighted Domains
These five domains are the official weighted blueprint from the September 2025 content outline. Memorize the weights, because they tell you where the points live.
| Domain | Weight |
|---|---|
| Domain 1: Support Responsible and Trustworthy AI Efforts | 15% |
| Domain 2: Identify Business Needs and Solutions | 26% |
| Domain 3: Identify Data Needs | 26% |
| Domain 4: Manage AI Model Development and Evaluation | 16% |
| Domain 5: Operationalize AI Solution | 17% |
Domains 2 and 3 total 52%, which means more than half of the exam rewards two skills: translating a business problem into an AI-appropriate solution, and figuring out what data that solution requires. Exact question counts per domain can vary by exam form, so use the percentages as a guide to emphasis rather than a precise count.
What to Master in Each Domain
Domain 2: Identify Business Needs and Solutions (26%)
This is the front end of an AI initiative. Expect scenario questions where a stakeholder describes a problem and you must decide what the project should actually do.
- Distinguishing a problem that suits an AI approach from one better solved another way
- Defining business objectives and success criteria before technical work begins
- Weighing feasibility, value, and risk when choosing among candidate solutions
- Aligning stakeholders and expectations early so scope does not drift
Domain 3: Identify Data Needs (26%)
Data readiness is where AI projects most often stall, and the exam reflects that. Questions test whether you can reason about data before anyone builds a model.
- Determining what data a solution requires and whether it exists, is accessible, and is usable
- Assessing data quality, quantity, and fitness for the intended purpose
- Recognizing data governance, privacy, and ownership considerations
- Planning for data preparation effort so schedules stay realistic
Domain 1: Support Responsible and Trustworthy AI Efforts (15%)
Smaller in weight, but it threads through every other domain. Responsible-AI judgment often decides between two otherwise reasonable answers.
- Identifying ethical, bias, transparency, and accountability concerns
- Knowing when to escalate risk rather than push ahead with delivery
- Building trust considerations into planning instead of bolting them on later
Domain 4: Manage AI Model Development and Evaluation (16%)
You are managing the work, not coding the model. Focus on decisions a project leader makes around iteration and evaluation.
- Overseeing iterative development and keeping it tied to business objectives
- Interpreting evaluation results well enough to decide whether a model is ready to move forward
- Recognizing when results call for revisiting data or the original problem framing
Domain 5: Operationalize AI Solution (17%)
Deployment is not the finish line. This domain covers what happens when a model meets real users and real conditions.
- Planning for deployment, integration, and ongoing monitoring
- Managing change for the people and processes that depend on the solution
- Maintaining performance over time as data and conditions shift
Key Takeaway
Think of the domains as a project loop, not a checklist. Business need drives data need, data shapes model work, and operations feed back into business need. Questions often hide the correct answer in an earlier phase: when a model underperforms, the right move may be revisiting data or the problem definition, not tuning further.
Registration, Attempts, and Fee Mechanics
The bundle structure
The advertised product bundles the preparation course with the certification exam. It is not sold as a standalone exam fee. You must finish the 21-hour PMI-CPMAI Exam Prep Course before you can schedule and sit the exam. Membership with PMI is optional, and fees vary by region and membership status.
Attempts and the eligibility window
- You have 12 months from purchase to obtain certification.
- You get up to three total attempts within that eligibility year. That is three attempts including the first, not three retakes.
- Additional attempts require payment.
- The outline recommends about 30 days of preparation before a retake. That is advice, not a mandatory 30-day waiting period.
- After three failed attempts within the eligibility year, the general PMI handbook requires a one-year wait from the last exam before you can reapply.
For eligibility questions beyond these basics, see CPMAI Requirements: Eligibility, Prerequisites & How to Qualify. For scheduling logistics, see CPMAI Exam Dates.
Scoring
PMI uses a criteria-based, psychometrically established passing standard and reports pass/fail along with domain-level diagnostic feedback. No numerical passing percentage or official pass rate was verified, so be skeptical of any site quoting one with confidence. Our pages on the passing score and pass rate explain what can and cannot be said.
Test-Day Rules: Test Center vs. OnVUE
The exam is closed-book. Unauthorized materials and outside assistance are prohibited. The computer-based testing environment includes a built-in calculator, so do not plan around bringing your own.
| Topic | Test Center | OnVUE Remote |
|---|---|---|
| Provider | Pearson VUE participating center | Pearson VUE OnVUE proctoring |
| Preparation | Arrive with valid identification | System check, identity verification, private testing space |
| Writing aids | Scratch materials are supplied by the administrator at the center | Books, notes, paper, and physical writing materials prohibited unless specifically approved; a digital whiteboard is provided |
| Breaks | None scheduled | None scheduled |
| Availability | Varies by region | Varies by region |
Run the OnVUE system check well ahead of exam day, since a failed check on the morning of the exam adds avoidable stress to a 160-minute, no-break sitting.
Confusions That Cost Candidates Points
Most wrong answers on this exam trace back to a handful of conceptual mix-ups rather than missing facts. Review these before every practice session.
- Business first, technology second. If an answer jumps to building or tuning a model before the problem and data are defined, it is usually premature.
- Data problems masquerade as model problems. When results disappoint, ask whether data quality, quantity, or relevance is the real cause.
- Responsible AI is not a late-stage gate. Trust, bias, and transparency concerns belong in planning, not only in a final review.
- Deployment is not completion. Operationalization includes monitoring and maintenance, so answers that stop at go-live are suspect.
- Phases are not domains. Do not map the six methodology phases or seven course modules one-to-one onto the five exam domains.
- Old versions are not current rules. v7 and CPMAI+E details do not carry over to the successor exam.
For a candid look at how these themes feel under time pressure, read How Hard Is the CPMAI Exam? and then test yourself on the CPMAI practice test.
Sequencing Your Review Around the Weights
Rather than a generic schedule, let the blueprint set your order. Here is one way to allocate a review window once your prep course is done.
Domain 2: Business Needs and Solutions
- Largest weight, and everything downstream depends on framing the problem correctly
- Practice scenario questions on feasibility, objectives, and stakeholder alignment
Domain 3: Data Needs
- Equal weight to Domain 2, so together they cover 52% of the exam
- Drill data quality, readiness, governance, and preparation planning
Domains 4 and 5: Development, Evaluation, and Operations
- Combined 33% of the blueprint; study them as one continuous lifecycle
- Focus on evaluation decisions and post-deployment monitoring
Domain 1 Integration and Full-Length Practice
- Revisit responsible-AI judgment across all scenarios
- Sit at least one full 120-question, 160-minute simulation with no breaks
Use your domain-level diagnostic mindset throughout: after each practice set, note which domain your misses cluster in and shift time accordingly. For a broader plan, see the full study guide, and explore structured options on the CPMAI training page.
Renewal Math
Certification is maintained, not permanent. PMI requires 30 professional development units (PDUs) every three years, and you must report them and pay the applicable renewal fee. The split matters:
- At least 18 Education PDUs
- At most 12 Giving Back PDUs
- At least four PDUs in each Talent Triangle skill area: Ways of Working, Power Skills, and Business Acumen
Because the minimums across the three skill areas total 12 PDUs and Education requires 18, plan your learning so one activity can often satisfy both an Education requirement and a Talent Triangle area. Numeric renewal fees are not asserted here, so confirm current amounts with PMI.
If you are weighing the long-term value of keeping the credential current, the ROI analysis, the salary guide, and the CPMAI jobs overview cover the career side of the decision.
Frequently Asked Questions
The exam has 120 questions, of which 100 are scored and 20 are unscored pretest items. You have 160 minutes of testing time, with no scheduled breaks. Tutorial and survey time are outside the timer.
Identify Business Needs and Solutions and Identify Data Needs each carry 26%, totaling 52%. The others are Operationalize AI Solution at 17%, Manage AI Model Development and Evaluation at 16%, and Support Responsible and Trustworthy AI Efforts at 15%.
No. No prior project-management, technical, or AI experience or certification is required. You do need to complete the 21-hour PMI-CPMAI Exam Prep Course before scheduling the exam.
You have 12 months from purchase and up to three total attempts within that eligibility year. Additional attempts require payment. After three failed attempts, the general PMI handbook requires a one-year wait from the last exam before reapplying.
No. Books, notes, paper, and physical writing materials are prohibited unless specifically approved. A digital whiteboard is provided instead, and a built-in calculator is available. Remote rules differ from test-center scratch materials, which the administrator supplies.
Once you have this sheet memorized, put it to work with scenario-based questions on the CPMAI Exam Prep practice test site, and revisit the CPMAI certification overview if any part of the credential's scope still feels unclear.