[Mar-2026] Latest PMI CPMAI Certification Practice Test Questions
Verified CPMAI Dumps Q&As - 1 Year Free & Quickly Updates
NEW QUESTION # 36
Recently your company has been getting a large number of spam emails and some employees have been clicking on these suspicious emails causing a headache for IT. The head of IT wants to create a more robust spam filter and your team has been tasked with this project. What type of algorithm would you select for this problem?
- A. Binary (or Binomial) Classification
- B. Regression
- C. Multiclass Classification
- D. Clustering
Answer: A
NEW QUESTION # 37
An organization is to undertake a multi-pattern AI project. They want to build a robot that is able to roam the halls as well as converse with employees and answer basic questions.
What is the best approach for handling this project?
- A. Run each pattern in isolation, with separate teams
- B. Run it as a hybrid approach and some phases are run separately while other phases are combined together
- C. Run it as one project, combining teams, data requirements, and project needs
- D. Run each pattern as its own project, with their own CPMAI phase iterations, data requirements, and project needs
Answer: B
NEW QUESTION # 38
An AI project team has completed an AI go/no-go assessment. They have discovered several technology and data factors to be insufficient.
Which action should occur?
- A. Proceed with development despite data issues
- B. Launch the AI project without further assessment
- C. Verify data quality and stakeholder alignment
- D. Focus solely on technology upgrades, not data
Answer: C
NEW QUESTION # 39
Your team is working on an AI system to provide a more personalized experience for customers on your website. What should the team do in regard to determining the pattern of AI with regards to the ROI of the project?
- A. First identify the objective you're trying to solve or the ROI you desire and then use that to figure out the correct pattern
- B. First talk to senior managers who set the ROI of the project
- C. First determine the pattern of AI you want to use and then work with stakeholders to come up with ROI
- D. First identify the AI pattern you want to use and then figure out the ROI
Answer: A
NEW QUESTION # 40
Your team is looking for a short term ROI project and decides that an AI-enabled chatbot will be the project to start with. During Phase I of CPMAI you go through the AI Go/No Go decision chart and realize that you have not answered yes to all the business feasibility questions. You and the team have not determined a clear problem definition.
What's the best course of action with how to proceed?
- A. Move forward with the project as planned. The problem definition will become clear later on in the project.
- B. Do not move forward until you can determine a clear problem definition.
- C. Cautiously move forward as planned. You do not need to answer yes to all the questions in the AI Go/No Go decision chart to start your project.
- D. Do not move forward and cancel the project altogether.
Answer: B
NEW QUESTION # 41
You've built your model and now need to see if it actually works as expected. In which phase of CPMAI is this done?
- A. Phase III
- B. Phase VI
- C. Phase II
- D. Phase V
- E. Phase IV
- F. Phase I
Answer: E
NEW QUESTION # 42
Your team is working on a new loan decision model that takes a number of factors and data points into consideration and then automatically approves or denies a loan. After a month in operation someone does a review and notices that the system is denying a large number of loans from a certain demographic when all other factors from people in other regions (such as age, salary, and credit score) are the same.
What is most likely happening here?
- A. Data privacy issues leading to data sharing concerns
- B. Biased data sets leading to algorithmic discrimination
- C. Generative AI models hallucinating data results
- D. Nothing is wrong, algorithmic decisions will never be 100%
Answer: B
NEW QUESTION # 43
The team is working to build a data preparation pipeline for the conversational chatbot project.
Which phase of CPMAI is this done?
- A. Phase VI
- B. Phase II
- C. Phase V
- D. Phase III
- E. Phase IV
- F. Phase I
Answer: D
NEW QUESTION # 44
You recently completed an image recognition project at your company that was focused on identifying different types of cars. You have now been assigned a new image recognition project that is focused on identifying different types of animals. You know you can shortcut model development by using a specific technique.
What is this technique called?
- A. Pre-Trained Models
- B. Transfer Learning
- C. Reinforcement Learning
- D. Generative AI
Answer: B
NEW QUESTION # 45
You are working on the data engineering pipeline for the AI project and you want to make sure to address the creation of pipelines to deal with model iteration. What part of the pipeline best deals with this step?
- A. Feature Engineering
- B. ELT Pipeline
- C. Retraining Pipelines
- D. Data Acquisition / Ingest / Capture
Answer: C
NEW QUESTION # 46
You are working with a dataset that has a high number of dimensions. You're running into issues because some dimensions don't have enough real examples to properly train the systems for predictable results.
What's your best course of action?
- A. Try to get additional information from project lead to see how many examples per dimension are needed
- B. Try to get additional data - at least 5 training examples for each dimension in the representation
- C. Try to improve the quality of your data through more preparation
- D. Keep going as planned and the problem will eventually correct itself
Answer: B
NEW QUESTION # 47
You have been brought on to manage a recognition project, specifically an image recognition project, for an Autonomous Retail application. You know that you need to make sure you have sufficient data for this project.
What's the best way to approach this?
- A. Take inventory of all data your team has and use the relevant data
- B. Take inventory of all data your company has and use the relevant data
- C. Take all the existing data you have and apply it to this project
- D. Take all the data your company has as well as purchase additional external data
Answer: B
NEW QUESTION # 48
Your team is starting a new facial recognition project and you want to ensure that the project is being done with Trustworthy AI in mind.
At what phase of CPMAI would Trustworthy AI be considered?
- A. All phases
- B. Phase III
- C. Phase VI
- D. None of the phases
- E. Phase II
- F. Phase V
- G. Phase IV
- H. Phase I
Answer: A
NEW QUESTION # 49
Upper management is looking to roll out a new product and wants to see if there are any patterns and insights that can be discovered from customer data. Your team has been tasked to discover these potential patterns and structures within this data.
Which type of machine learning approach would be most appropriate to pick for this problem?
- A. Supervised Learning
- B. All would work equally well
- C. Reinforcement Learning
- D. Unsupervised Learning
Answer: D
NEW QUESTION # 50
You're creating an AI-enabled chatbot that is going to access user data. What areas related to data governance do you need to make sure you're addressing? (Select all that apply.)
- A. Security Risks
- B. Privacy Risks
- C. Business Risks
- D. Data Sharing challenges
- E. Data Quality Issues
- F. Change Management Issues
- G. Data Quantity Issues
Answer: A,B,C,D,E
NEW QUESTION # 51
Enhancing and cleaning data is an important action during which phase of CPMAI?
- A. Phase VI
- B. Phase II
- C. Phase V
- D. Phase III
- E. Phase IV
- F. Phase I
Answer: D
NEW QUESTION # 52
Your team has built a new robot that roams the halls at your organization and helps with various things such as small deliveries. However, you notice that many employees are opting not to use the robot. When you ask them why they tell you that the robot looks "creepy" and they would rather not interact with it.
What's going on here?
- A. Bias towards the robot
- B. Safety and reliability issues that impact bot usefulness
- C. Lack of understanding the robot's usefulness
- D. The bot is falling into The "Uncanny Valley"
Answer: D
NEW QUESTION # 53
As an organization building an AI solution for your current customers based in NYC, but with possible plans for future expansion, how should you handle worldwide AI laws and regulations?
- A. Make sure to follow relevant data, privacy, and other important laws as it pertains to the United States
- B. Make sure to follow relevant data, privacy, and other important laws both in the US and where you're likely to expand to in the coming year
- C. You're too small of an organization to be worried about laws at the moment
- D. Make sure to follow relevant data, privacy, and other important laws as it pertains to NYC
Answer: B
NEW QUESTION # 54
Your team is working on a new facial recognition application. Since this technology has the potential to be mis-used you think it's important to set guidelines for the proper use of this application and you want to make sure the AI system is built for some positive purpose. What area of Trustworthy AI does this best fall under?
- A. Governed AI
- B. Transparent AI
- C. Responsible AI
- D. Explainable AI
Answer: C
NEW QUESTION # 55
One of the key elements of a data-centric methodology is the data requirements phase. During CPMAI Phase II, several unexpected issues have developed and are now threatening the data collection efforts.
What course of action might make the issue worse?
- A. See if you already have access to enough data to continue with the project
- B. See if you can adjust the scope of this interaction to continue with the project
- C. See if you can purchase the data needed to continue with the project
- D. See if you can expand the scope to continue with the project
Answer: B
NEW QUESTION # 56
An IT services company is integrating an AI solution to automate its customer service functions.
The integration team is facing resistance from the customer's employees.
Which action should the project manager perform to manage this risk?
- A. Offer the option to join another team
- B. Conduct all-hands meetings on the benefits
- C. Mandate immediate transition from management
- D. Implement a gradual phased rollout
Answer: D
NEW QUESTION # 57
Your team is tasked with selecting an algorithm for a supervised learning classification project.
Which algorithm might you choose?
- A. Gaussian mixture
- B. K-nearest neighbor
- C. Q learning
- D. K-means
Answer: B
NEW QUESTION # 58
......
Latest 2026 Realistic Verified CPMAI Dumps - 100% Free CPMAI Exam Dumps: https://skillmeup.examprepaway.com/PMI/braindumps.CPMAI.ete.file.html